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  | {{Marriage|[[Betty Shannon]]|1949|2001}}
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| education        = [[University of Michigan]] ([[Bachelor of Science|BS]], [[Bachelor of Engineering|BSE]])
| education        = [[University of Michigan]] ([[Bachelor of Science|BS]], [[Bachelor of Engineering|BSE]])<br />[[Massachusetts Institute of Technology]] ([[Master of Science|MS]], [[PhD]])
[[Massachusetts Institute of Technology]] ([[Master of Science|MS]], [[PhD]])
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'''Claude Elwood Shannon''' (April 30, 1916 – February 24, 2001) was an American [[mathematician]], [[electrical engineer]], [[computer scientist]], [[cryptographer]] and inventor known as the "father of [[information theory]]" and the man who laid the foundations of the [[Information Age]].<ref name=":5">{{Cite journal |last=Atmar |first=Wirt |date=2001 |title=A Profoundly Repeated Pattern |journal=Bulletin of the Ecological Society of America |volume=82 |issue=3 |pages=208–211 |jstor=20168572 |issn=0012-9623}}</ref><ref name=":1">{{Cite magazine |last=Tse |first=David |author-link=David Tse |date=December 22, 2020 |title=How Claude Shannon Invented the Future |url=https://www.quantamagazine.org/how-claude-shannons-information-theory-invented-the-future-20201222/ |access-date=September 28, 2023 |magazine=Quanta}}</ref><ref name=":8">{{Cite magazine |last=Roberts |first=Siobhan |author-link=Siobhan Roberts |date=April 30, 2016 |title=The Forgotten Father of the Information Age |url=https://www.newyorker.com/tech/annals-of-technology/claude-shannon-the-father-of-the-information-age-turns-1100100 |magazine=The New Yorker |issn=0028-792X |access-date=September 28, 2023}}</ref> Shannon was the first to describe the use of [[Boolean algebra]]—essential to all [[digital electronic]] circuits—and helped found [[artificial intelligence]] (AI).<ref name=":10">{{Cite book |last=Slater |first=Robert |url=https://books.google.com/books?id=aWTtMyYmKhUC&pg=PA37 |title=Portraits in Silicon |publisher=MIT Press |year=1989 |isbn=978-0-262-69131-4 |location=Cambridge, Mass. |pages=37–38}}</ref><ref name="bmfrs">{{Cite journal |last1=James |first1=Ioan |author-link=Ioan James |doi=10.1098/rsbm.2009.0015 |title=Claude Elwood Shannon, 30 April 1916 – 24 February 2001 |journal=[[Biographical Memoirs of Fellows of the Royal Society]] |volume=55 |pages=257–265 |year=2009}}</ref><ref name=":2">{{Cite magazine |last=Horgan |first=John |author-link=John Horgan (journalist) |date=April 27, 2016 |title=Claude Shannon: Tinkerer, Prankster, and Father of Information Theory |url=https://spectrum.ieee.org/claude-shannon-tinkerer-prankster-and-father-of-information-theory |access-date=September 28, 2023 |magazine=IEEE Spectrum}}</ref> Roboticist [[Rodney Brooks]] declared Shannon the 20th century engineer who contributed the most to 21st century technologies,<ref name=":4" /> and mathematician [[Solomon W. Golomb]] described his intellectual achievement as "one of the greatest of the twentieth century".<ref>{{Cite journal |last=Golomb |first=Solomon W. |author-link=Solomon W. Golomb |date=January 2002 |title=Claude Elwood Shannon (1916–2001) |url=https://www.ams.org/notices/200201/fea-shannon.pdf |journal=Notices of the American Mathematical Society |volume=49 |issue=1}}</ref>
'''Claude Elwood Shannon''' (April 30, 1916 – February 24, 2001) was an American [[mathematician]], [[electrical engineer]], [[computer scientist]], [[cryptographer]] and inventor known as the "father of [[information theory]]" and the man who laid the foundations of the [[Information Age]].<ref name=":5">{{Cite journal |last=Atmar |first=Wirt |date=2001 |title=A Profoundly Repeated Pattern |journal=Bulletin of the Ecological Society of America |volume=82 |issue=3 |pages=208–211 |jstor=20168572 |issn=0012-9623}}</ref><ref name=":1">{{Cite magazine |last=Tse |first=David |author-link=David Tse |date=December 22, 2020 |title=How Claude Shannon Invented the Future |url=https://www.quantamagazine.org/how-claude-shannons-information-theory-invented-the-future-20201222/ |access-date=September 28, 2023 |magazine=Quanta}}</ref><ref name=":8">{{Cite magazine |last=Roberts |first=Siobhan |author-link=Siobhan Roberts |date=April 30, 2016 |title=The Forgotten Father of the Information Age |url=https://www.newyorker.com/tech/annals-of-technology/claude-shannon-the-father-of-the-information-age-turns-1100100 |magazine=The New Yorker |issn=0028-792X |access-date=September 28, 2023}}</ref>  


At the [[University of Michigan]], Shannon [[dual degree]]d, graduating with a Bachelor of Science in electrical engineering and another in mathematics, both in 1936. A 21-year-old [[master's degree]] student in electrical engineering at [[MIT]], his  1937 thesis, "[[A Symbolic Analysis of Relay and Switching Circuits]]", demonstrated that electrical applications of [[Boolean algebra]] could construct any logical numerical relationship,<ref name="Fortune">{{cite book |last=Poundstone |first=William |author-link=William Poundstone |title=Fortune's Formula: The Untold Story of the Scientific Betting System That Beat the Casinos and Wall Street |publisher=Hill & Wang |year=2005 |isbn=978-0-8090-4599-0 |page=20}}</ref> thereby establishing the theory behind [[digital computing]] and [[digital circuits]].<ref>{{Cite web |last=Chow |first=Rony |date=June 5, 2021 |title=Claude Shannon: The Father of Information Theory |url=https://www.historyofdatascience.com/claude-shannon/ |access-date=January 11, 2024 |website=History of Data Science}}</ref> Called by some the most important master's thesis of all time,<ref name="Fortune" /> it is the "birth certificate of the digital revolution",<ref>{{Cite book |last=Vignes |first=Alain |url=https://books.google.com/books?id=HrgMEQAAQBAJ&pg=PR15 |title=Silicon, From Sand to Chips, 1: Microelectronic Components |publisher=ISTE / John Wiley and Sons |year=2023 |isbn=978-1-78630-921-1 |location=Hoboken |page=xv}}</ref> and started him in a lifetime of work that led him to win a [[Kyoto Prize]] in 1985.<ref>{{Citation |last=Rioul |first=Olivier |title=This is IT: A Primer on Shannon's Entropy and Information |date=2021 |work=Information Theory: Poincaré Seminar 2018 |series=Progress in Mathematical Physics |volume=78 |pages=49–86 |editor-last=Duplantier |editor-first=Bertrand |place=Cham |publisher=Springer |doi=10.1007/978-3-030-81480-9_2 |isbn=978-3-030-81480-9 |editor2-last=Rivasseau |editor2-first=Vincent}}</ref> He graduated from MIT in 1940 with a PhD in mathematics;<ref name=":7" /> his thesis focusing on [[genetics]] contained important results, while initially going unpublished.<ref name=":11" />
Shannon was the first to describe the use of [[Boolean algebra]]—essential to all [[digital electronic]] circuits—and helped found [[artificial intelligence]] (AI).<ref name=":10">{{Cite book |last=Slater |first=Robert |url=https://books.google.com/books?id=aWTtMyYmKhUC&pg=PA37 |title=Portraits in Silicon |publisher=MIT Press |year=1989 |isbn=978-0-262-69131-4 |location=Cambridge, Mass. |pages=37–38}}</ref><ref name="bmfrs">{{Cite journal |last1=James |first1=Ioan |author-link=Ioan James |doi=10.1098/rsbm.2009.0015 |title=Claude Elwood Shannon, 30 April 1916 – 24 February 2001 |journal=[[Biographical Memoirs of Fellows of the Royal Society]] |volume=55 |pages=257–265 |year=2009}}</ref><ref name=":2">{{Cite magazine |last=Horgan |first=John |author-link=John Horgan (journalist) |date=April 27, 2016 |title=Claude Shannon: Tinkerer, Prankster, and Father of Information Theory |url=https://spectrum.ieee.org/claude-shannon-tinkerer-prankster-and-father-of-information-theory |access-date=September 28, 2023 |magazine=IEEE Spectrum}}</ref> Roboticist [[Rodney Brooks]] declared Shannon the 20th century engineer who contributed the most to 21st century technologies,<ref name=":4" /> and mathematician [[Solomon W. Golomb]] described his intellectual achievement as "one of the greatest of the twentieth century".<ref>{{Cite journal |last=Golomb |first=Solomon W. |author-link=Solomon W. Golomb |date=January 2002 |title=Claude Elwood Shannon (1916–2001) |url=https://www.ams.org/notices/200201/fea-shannon.pdf |journal=Notices of the American Mathematical Society |volume=49 |issue=1}}</ref>


Shannon contributed to the field of [[cryptanalysis]] for national defense of the United States during [[World War II]], including his fundamental work on codebreaking and secure [[telecommunications]], writing a [[Communication Theory of Secrecy Systems|paper]] which is considered one of the foundational pieces of modern cryptography,<ref>{{Cite book |last1=Shimeall |first1=Timothy J. |url=https://books.google.com/books?id=eZBqAAAAQBAJ&pg=PA167 |title=Introduction to Information Security: A Strategic-Based Approach |last2=Spring |first2=Jonathan M. |publisher=Syngress |year=2013 |isbn=978-1597499699 |page=167}}</ref> with his work described as "a turning point, and marked the closure of classical cryptography and the beginning of modern cryptography".<ref name=":9">{{Cite journal |last1=Koç |first1=Çetin Kaya |last2=Özdemir |first2=Funda |date=2023 |title=Development of Cryptography since Shannon |url=https://cetinkayakoc.net/docs/r14.pdf |journal=Handbook of Formal Analysis and Verification in Cryptography |pages=1–56 |doi=10.1201/9781003090052-1 |isbn=978-1-003-09005-2}}</ref> The work of Shannon was foundational for [[symmetric-key cryptography]], including the work of [[Horst Feistel]], the [[Data Encryption Standard]] (DES), and the [[Advanced Encryption Standard]] (AES).<ref name=":9" /> As a result, Shannon has been called the "founding father of modern cryptography".<ref>{{Cite book |last1=Bruen |first1=Aiden A. |url=https://books.google.com/books?id=fd2LtVgFzoMC&pg=PA3 |title=Cryptography, Information Theory, and Error-Correction: A Handbook for the 21st Century |last2=Forcinito |first2=Mario |date=2005 |publisher=Wiley-Interscience |isbn=978-0-471-65317-2 |location=Hoboken |page=3 |oclc=ocm56191935}}</ref>
At the [[University of Michigan]], Shannon [[dual degree|dual-degreed]], graduating with a Bachelor of Science in electrical engineering and another in mathematics, both in 1936. As a 21-year-old [[master's degree]] student in electrical engineering at [[MIT]], his 1937 thesis, "[[A Symbolic Analysis of Relay and Switching Circuits]]", demonstrated that electrical applications of [[Boolean algebra]] could construct any logical numerical relationship,<ref name="Fortune">{{cite book |last=Poundstone |first=William |author-link=William Poundstone |title=Fortune's Formula: The Untold Story of the Scientific Betting System That Beat the Casinos and Wall Street |publisher=Hill & Wang |year=2005 |isbn=978-0-8090-4599-0 |page=20}}</ref> thereby establishing the theory behind [[digital computing]] and [[digital circuits]].<ref>{{Cite web |last=Chow |first=Rony |date=June 5, 2021 |title=Claude Shannon: The Father of Information Theory |url=https://www.historyofdatascience.com/claude-shannon/ |access-date=January 11, 2024 |website=History of Data Science}}</ref> Called by some the most important master's thesis of all time,<ref name="Fortune" /> it is the "birth certificate of the digital revolution",<ref>{{Cite book |last=Vignes |first=Alain |url=https://books.google.com/books?id=HrgMEQAAQBAJ&pg=PR15 |title=Silicon, From Sand to Chips, 1: Microelectronic Components |publisher=ISTE / John Wiley and Sons |year=2023 |isbn=978-1-78630-921-1 |location=Hoboken |page=xv}}</ref> and started him in a lifetime of work that led him to win a [[Kyoto Prize]] in 1985.<ref>{{Citation |last=Rioul |first=Olivier |title=This is IT: A Primer on Shannon's Entropy and Information |date=2021 |work=Information Theory: Poincaré Seminar 2018 |series=Progress in Mathematical Physics |volume=78 |pages=49–86 |editor-last=Duplantier |editor-first=Bertrand |place=Cham |publisher=Springer |doi=10.1007/978-3-030-81480-9_2 |isbn=978-3-030-81480-9 |editor2-last=Rivasseau |editor2-first=Vincent}}</ref> He graduated from MIT in 1940 with a PhD in mathematics;<ref name=":7" /> his thesis focusing on [[genetics]] contained important results, while initially going unpublished.<ref name=":11" />


His 1948 paper "[[A Mathematical Theory of Communication]]" laid the foundations for the field of information theory,<ref name="Fortune2">{{harvnb|Poundstone|2005|pp=15–16}}</ref><ref name=":7">{{Cite web |title=Claude E. Shannon |url=https://www.itsoc.org/about/shannon |access-date=October 31, 2023 |website=IEEE Information Theory Society}}</ref> referred to as a "blueprint for the digital era" by electrical engineer [[Robert G. Gallager]]<ref name=":15">{{Cite magazine |date=July 1, 2001 |title=Claude Shannon: Reluctant Father of the Digital Age |url=https://www.technologyreview.com/2001/07/01/235669/claude-shannon-reluctant-father-of-the-digital-age/ |access-date=June 26, 2024 |magazine=MIT Technology Review}}</ref> and "the [[Magna Carta]] of the Information Age" by ''[[Scientific American]]''.<ref name=":3">{{Cite news |last=Goodman |first=Jimmy Soni and Rob |date=2017-07-30 |title=Claude Shannon: The Juggling Poet Who Gave Us the Information Age |language=en |work=The Daily Beast |url=https://www.thedailybeast.com/claude-shannon-the-juggling-poet-who-gave-us-the-information-age |access-date=2023-10-31}}</ref><ref>{{Cite web |last1=Goodman |first1=Rob |last2=Soni |first2=Jimmy |date=2018 |title=Genius in Training |url=https://alumni.umich.edu/michigan-alum/genius-in-training/ |access-date=October 31, 2023 |website=Alumni Association of the University of Michigan}}</ref> Golomb compared Shannon's influence on the digital age to that which "the inventor of the alphabet has had on literature".<ref name="Fortune2" /> Advancements across multiple scientific disciplines utilized Shannon's theory—including the invention of the [[compact disc]], the development of the [[Internet]], the commercialization of mobile telephony, and the understanding of [[black hole]]s.<ref>{{Cite book |last=Chang |first=Mark |url=https://books.google.com/books?id=vY7SBQAAQBAJ&pg=PA217 |title=Principles of Scientific Methods |publisher=CRC Press |year=2014 |isbn=978-1-4822-3809-9 |location=Boca Raton |page=217}}</ref><ref>{{Cite news |last=Jha |first=Alok |date=April 30, 2016 |title=Without Claude Shannon's information theory there would have been no internet |url=https://www.theguardian.com/science/2014/jun/22/shannon-information-theory |access-date=July 21, 2024 |work=[[The Guardian]]}}</ref> He also formally introduced the term "[[bit]]",<ref>{{Cite book |last=Keats |first=Jonathon |url=https://books.google.com/books?id=sBIOXJqqVEUC&pg=PA36 |title=Virtual Words: Language from the Edge of Science and Technology |date=November 11, 2010 |publisher=Oxford University Press |isbn=978-0-19-539854-0 |page=36 |doi=10.1093/oso/9780195398540.001.0001}}</ref><ref name=":1" /> and was a co-inventor of both [[pulse-code modulation]] and the first [[wearable computer]].
Shannon contributed to the field of [[cryptanalysis]] for national defense of the United States during [[World War II]], including his fundamental work on codebreaking and secure [[telecommunications]], writing a [[Communication Theory of Secrecy Systems|paper]] which is considered one of the foundational pieces of modern cryptography,<ref>{{Cite book |last1=Shimeall |first1=Timothy J. |url=https://books.google.com/books?id=eZBqAAAAQBAJ&pg=PA167 |title=Introduction to Information Security: A Strategic-Based Approach |last2=Spring |first2=Jonathan M. |publisher=Syngress |year=2013 |isbn=978-1597499699 |page=167}}</ref> with his work described as "a turning point, and marked the closure of classical cryptography and the beginning of modern cryptography".<ref name=":9">{{Cite journal |last1=Koç |first1=Çetin Kaya |last2=Özdemir |first2=Funda |date=2023 |title=Development of Cryptography since Shannon |url=https://cetinkayakoc.net/docs/r14.pdf |journal=Handbook of Formal Analysis and Verification in Cryptography |pages=1–56 |doi=10.1201/9781003090052-1 |isbn=978-1-003-09005-2}}</ref> His work was foundational for [[symmetric-key cryptography]], including the work of [[Horst Feistel]], the [[Data Encryption Standard]] (DES), and the [[Advanced Encryption Standard]] (AES).<ref name=":9" /> As a result, Shannon has been called the "founding father of modern cryptography".<ref>{{Cite book |last1=Bruen |first1=Aiden A. |url=https://books.google.com/books?id=fd2LtVgFzoMC&pg=PA3 |title=Cryptography, Information Theory, and Error-Correction: A Handbook for the 21st Century |last2=Forcinito |first2=Mario |date=2005 |publisher=Wiley-Interscience |isbn=978-0-471-65317-2 |location=Hoboken |page=3 |oclc=ocm56191935}}</ref>


Shannon made numerous contributions to the field of artificial intelligence,<ref name=":10" /> including co-organizing the 1956 [[Dartmouth workshop]] considered to be the discipline's founding event,<ref>{{Cite magazine |last1=McCarthy |first1=John |last2=Minsky |first2=Marvin L. |last3=Rochester |first3=Nathaniel |last4=Shannon |first4=Claude E. |date=December 15, 2006 |title=A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence, August 31, 1955 |url=https://ojs.aaai.org/aimagazine/index.php/aimagazine/article/view/1904 |magazine=AI |volume=27 |issue=4 |page=12 |doi=10.1609/aimag.v27i4.1904 |issn=2371-9621}}</ref><ref name="Solomonoff">{{Cite magazine |last=Solomonoff |first=Grace |date=May 6, 2023 |title=The Meeting of the Minds That Launched AI |url=https://spectrum.ieee.org/dartmouth-ai-workshop |access-date=June 19, 2024 |magazine=IEEE Spectrum}}</ref> and papers on the programming of chess computers.<ref name=":12">{{Cite book |last=Apter |first=Michael J. |author-link=Michael Apter |url=https://books.google.com/books?id=1t4zEAAAQBAJ&pg=RA4-PA123 |title=The Computer Simulation of Behaviour |date=2018 |publisher=Routledge |isbn=978-0-8153-8566-0 |series=Routledge Library Editions: Artificial intelligence |location=London New York |page=123}}</ref><ref name=":13">{{Cite book |url=https://books.google.com/books?id=RWbqEAAAQBAJ&pg=PA31 |title=Debugging Game History: A Critical Lexicon |date=June 3, 2016 |publisher=The MIT Press |isbn=978-0-262-33194-4 |editor-last=Lowood |editor-first=Henry |pages=31–32 |doi=10.7551/mitpress/10087.001.0001 |editor-last2=Guins |editor-first2=Raiford}}</ref> His Theseus machine was the first electrical device to learn by trial and error, being one of the first examples of artificial intelligence.<ref name=":4">{{Cite magazine |last=Brooks |first=Rodney |author-link=Rodney Brooks |date=January 25, 2022 |title=How Claude Shannon Helped Kick-start Machine Learning |url=https://spectrum.ieee.org/claude-shannon-information-theory |access-date=October 31, 2023 |magazine=IEEE Spectrum}}</ref><ref name="MIT"/>
His 1948 paper "[[A Mathematical Theory of Communication]]" laid the foundations for the field of information theory,<ref name="Fortune2">{{harvnb|Poundstone|2005|pp=15–16}}</ref><ref name=":7">{{Cite web |title=Claude E. Shannon |url=https://www.itsoc.org/about/shannon |access-date=October 31, 2023 |website=IEEE Information Theory Society}}</ref> referred to as a "blueprint for the digital era" by electrical engineer [[Robert G. Gallager]]<ref name=":15">{{Cite magazine |date=July 1, 2001 |title=Claude Shannon: Reluctant Father of the Digital Age |url=https://www.technologyreview.com/2001/07/01/235669/claude-shannon-reluctant-father-of-the-digital-age/ |access-date=June 26, 2024 |magazine=MIT Technology Review}}</ref> and "the [[Magna Carta]] of the Information Age" by ''[[Scientific American]]''.<ref name=":3">{{Cite news |last=Goodman |first=Jimmy Soni and Rob |date=2017-07-30 |title=Claude Shannon: The Juggling Poet Who Gave Us the Information Age |language=en |work=The Daily Beast |url=https://www.thedailybeast.com/claude-shannon-the-juggling-poet-who-gave-us-the-information-age |access-date=2023-10-31}}</ref><ref>{{Cite web |last1=Goodman |first1=Rob |last2=Soni |first2=Jimmy |date=2018 |title=Genius in Training |url=https://alumni.umich.edu/michigan-alum/genius-in-training/ |access-date=October 31, 2023 |website=Alumni Association of the University of Michigan}}</ref> Golomb compared Shannon's influence on the digital age to that which "the inventor of the alphabet has had on literature".<ref name="Fortune2" /> Advancements across multiple scientific disciplines utilized Shannon's theory—including the invention of the [[compact disc]], the development of the [[Internet]], the commercialization of mobile telephony, and the understanding of [[black hole]]s.<ref>{{Cite book |last=Chang |first=Mark |url=https://books.google.com/books?id=vY7SBQAAQBAJ&pg=PA217 |title=Principles of Scientific Methods |publisher=CRC Press |year=2014 |isbn=978-1-4822-3809-9 |location=Boca Raton |page=217}}</ref><ref>{{Cite news |last=Jha |first=Alok |date=April 30, 2016 |title=Without Claude Shannon's information theory there would have been no internet |url=https://www.theguardian.com/science/2014/jun/22/shannon-information-theory |access-date=July 21, 2024 |work=[[The Guardian]]}}</ref> He also formally introduced the term "[[bit]]",<ref>{{Cite book |last=Keats |first=Jonathon |url=https://books.google.com/books?id=sBIOXJqqVEUC&pg=PA36 |title=Virtual Words: Language from the Edge of Science and Technology |date=November 11, 2010 |publisher=Oxford University Press |isbn=978-0-19-539854-0 |page=36 |doi=10.1093/oso/9780195398540.001.0001}}</ref><ref name=":1" /> and was a co-inventor of both [[pulse-code modulation]] and the first [[wearable computer]]. He also invented the [[signal-flow graph]].
 
Shannon made numerous contributions to the field of artificial intelligence,<ref name=":10" /> including co-organizing the 1956 [[Dartmouth workshop]] considered to be the discipline's founding event,<ref>{{Cite magazine |last1=McCarthy |first1=John |last2=Minsky |first2=Marvin L. |last3=Rochester |first3=Nathaniel |last4=Shannon |first4=Claude E. |date=December 15, 2006 |title=A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence, August 31, 1955 |url=https://ojs.aaai.org/aimagazine/index.php/aimagazine/article/view/1904 |magazine=AI Magazine |volume=27 |issue=4 |page=12 |doi=10.1609/aimag.v27i4.1904 |issn=2371-9621}}</ref><ref name="Solomonoff">{{Cite magazine |last=Solomonoff |first=Grace |date=May 6, 2023 |title=The Meeting of the Minds That Launched AI |url=https://spectrum.ieee.org/dartmouth-ai-workshop |access-date=June 19, 2024 |magazine=IEEE Spectrum}}</ref> and papers on the programming of chess computers.<ref name=":12">{{Cite book |last=Apter |first=Michael J. |author-link=Michael Apter |url=https://books.google.com/books?id=1t4zEAAAQBAJ&pg=RA4-PA123 |title=The Computer Simulation of Behaviour |date=2018 |publisher=Routledge |isbn=978-0-8153-8566-0 |series=Routledge Library Editions: Artificial intelligence |location=London New York |page=123}}</ref><ref name=":13">{{Cite book |url=https://books.google.com/books?id=RWbqEAAAQBAJ&pg=PA31 |title=Debugging Game History: A Critical Lexicon |date=June 3, 2016 |publisher=The MIT Press |isbn=978-0-262-33194-4 |editor-last=Lowood |editor-first=Henry |pages=31–32 |doi=10.7551/mitpress/10087.001.0001 |editor-last2=Guins |editor-first2=Raiford}}</ref> His Theseus machine was the first electrical device to learn by trial and error, being one of the first examples of artificial intelligence.<ref name=":4">{{Cite magazine |last=Brooks |first=Rodney |author-link=Rodney Brooks |date=January 25, 2022 |title=How Claude Shannon Helped Kick-start Machine Learning |url=https://spectrum.ieee.org/claude-shannon-information-theory |access-date=October 31, 2023 |magazine=IEEE Spectrum}}</ref><ref name="MIT"/>


==Biography==
==Biography==


===Childhood===
===Childhood===
The Shannon family lived in [[Gaylord, Michigan]], and Claude was born in a hospital in nearby [[Petoskey, Michigan|Petoskey]].<ref name="bmfrs"/> His father, Claude Sr. (1862–1934), was a businessman and, for a while, a judge of [[probate]] in [[Gaylord, Michigan|Gaylord]]. His mother, Mabel Wolf Shannon (1880–1945), was a language teacher, who also served as the principal of [[Gaylord High School]].{{sfnp|Sloane|Wyner|1993|p=xi}} Claude Sr. was a descendant of [[Colonial history of New Jersey|New Jersey settlers]], while Mabel was a child of German immigrants.<ref name="bmfrs"/> Shannon's family was active in their Methodist Church during his youth.<ref name="Soni Goodman 2017 p. 6">{{cite book | last1=Soni | first1=J. | last2=Goodman | first2=R. | title=A Mind at Play: How Claude Shannon Invented the Information Age | publisher=Simon & Schuster | year=2017 | isbn=978-1-4767-6668-3 | url=https://books.google.com/books?id=gygsDwAAQBAJ&pg=PA6 | access-date=2023-05-02 | page=6}}</ref>
The Shannon family lived in [[Gaylord, Michigan]], and Claude was born in a hospital in nearby [[Petoskey, Michigan|Petoskey]].<ref name="bmfrs"/> His father, Claude Sr. (1862–1934), was a businessman and, for a while, a judge of [[probate]] in Gaylord. His mother, Mabel Wolf Shannon (1880–1945), was a language teacher, who also served as the principal of [[Gaylord High School]].{{sfnp|Sloane|Wyner|1993|p=xi}} Claude Sr. was a descendant of [[Colonial history of New Jersey|New Jersey settlers]], while Mabel was a child of German immigrants.<ref name="bmfrs"/> Shannon's family was active in their Methodist Church during his youth.<ref name="Soni Goodman 2017 p. 6">{{cite book | last1=Soni | first1=J. | last2=Goodman | first2=R. | title=A Mind at Play: How Claude Shannon Invented the Information Age | publisher=Simon & Schuster | year=2017 | isbn=978-1-4767-6668-3 | url=https://books.google.com/books?id=gygsDwAAQBAJ&pg=PA6 | access-date=2023-05-02 | page=6}}</ref>


Most of the first 16 years of Shannon's life were spent in Gaylord, where he attended public school, graduating from Gaylord High School in 1932. Shannon showed an inclination towards mechanical and electrical things. His best subjects were science and mathematics. At home, he constructed such devices as models of planes, a radio-controlled model boat and a barbed-wire [[telegraph]] system to a friend's house a half-mile away.<ref>{{Cite journal|url=https://www.nytimes.com/2001/12/30/magazine/the-lives-they-lived-claude-shannon-b-1916-bit-player.html|title=THE LIVES THEY LIVED: CLAUDE SHANNON, B. 1916; Bit Player|first=James|last=Gleick|date=December 30, 2001|journal=The New York Times Magazine|page=Section 6, Page 48|author-link=James Gleick}}</ref> While growing up, he also worked as a messenger for the [[Western Union]] company.
Most of the first 16 years of Shannon's life were spent in Gaylord, where he attended public school, graduating from Gaylord High School in 1932. Shannon showed an inclination towards mechanical and electrical things. His best subjects were science and mathematics. At home, he constructed such devices as models of planes, a radio-controlled model boat and a barbed-wire [[telegraph]] system to a friend's house a half-mile away.<ref>{{Cite journal|url=https://www.nytimes.com/2001/12/30/magazine/the-lives-they-lived-claude-shannon-b-1916-bit-player.html|title=THE LIVES THEY LIVED: CLAUDE SHANNON, B. 1916; Bit Player|first=James|last=Gleick|date=December 30, 2001|journal=The New York Times Magazine|page=Section 6, Page 48|author-link=James Gleick}}</ref> While growing up, he also worked as a messenger for the [[Western Union]] company.


Shannon's childhood hero was [[Thomas Edison]], who he later learned was a distant cousin. Both Shannon and Edison were descendants of [[John Ogden (colonist)|John Ogden]] (1609–1682), a colonial leader and an ancestor of many distinguished people.<ref name="MIT obituary">{{cite web|url=http://web.mit.edu/newsoffice/2001/shannon.html|title=MIT Professor Claude Shannon dies; was founder of digital communications|website=MIT News office|location=Cambridge, Massachusetts|date=February 27, 2001}}</ref><ref name="sloane-wyner93">{{cite book| title=Claude Elwood Shannon: Collected Papers | editor1-first=N.J.A | editor1-last=Sloane | editor2-first=Aaron D. | editor2-last=Wyner | publisher=[[John Wiley & Sons|Wiley]]/[[IEEE Press]] | isbn=978-0-7803-0434-5 | date=1993 | url=http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0780304349.html | access-date=December 9, 2016 }}</ref>
Shannon's childhood hero was [[Thomas Edison]], whom he later learned was a distant cousin. Both Shannon and Edison were descendants of [[John Ogden (colonist)|John Ogden]] (1609–1682), a colonial leader and an ancestor of many distinguished people.<ref name="MIT obituary">{{cite web|url=http://web.mit.edu/newsoffice/2001/shannon.html|title=MIT Professor Claude Shannon dies; was founder of digital communications|website=MIT News office|location=Cambridge, Massachusetts|date=February 27, 2001}}</ref><ref name="sloane-wyner93">{{cite book| title=Claude Elwood Shannon: Collected Papers | editor1-first=N.J.A | editor1-last=Sloane | editor2-first=Aaron D. | editor2-last=Wyner | publisher=[[John Wiley & Sons|Wiley]]/[[IEEE Press]] | isbn=978-0-7803-0434-5 | date=1993 | url=http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0780304349.html | access-date=December 9, 2016 }}</ref>


===Logic circuits===
===Logic circuits===
In 1932, Shannon entered the [[University of Michigan]], where he was introduced to the work of [[George Boole]]. He graduated in 1936 with two [[bachelor's degree]]s: one in [[electrical engineering]] and the other in mathematics.
In 1932, Shannon entered the [[University of Michigan]], where he was introduced to the work of [[George Boole]]. He graduated in 1936 with two bachelor's degrees: one in electrical engineering and the other in mathematics.


In 1936, Shannon began his graduate studies in [[electrical engineering]] at the [[Massachusetts Institute of Technology]] (MIT), where he worked on [[Vannevar Bush]]'s [[differential analyzer]], which was an early [[analog computer]] that was composed of electromechanical parts and could solve [[differential equation]]s.<ref>{{cite web |url=https://ethw.org/Oral-History:Claude_E._Shannon |title=Claude E. Shannon, an oral history |first=Robert|last=Price |work=IEEE Global History Network |year=1982 |publisher=IEEE |access-date=July 14, 2011}}</ref> While studying the complicated ''ad hoc'' circuits of this analyzer, Shannon designed [[switching circuit]]s based on [[Boolean algebra|Boole's concepts]]. In 1937, he wrote his [[master's degree]] thesis, ''[[A Symbolic Analysis of Relay and Switching Circuits]],''<ref name="SymbolicAnalysis">{{ cite journal
In 1936, Shannon began his graduate studies in electrical engineering at the [[Massachusetts Institute of Technology]] (MIT), where he worked on [[Vannevar Bush]]'s [[differential analyzer]], which was an early [[analog computer]] that was composed of electromechanical parts and could solve [[differential equation]]s.<ref>{{cite web |url=https://ethw.org/Oral-History:Claude_E._Shannon |title=Claude E. Shannon, an oral history |first=Robert|last=Price |work=IEEE Global History Network |year=1982 |publisher=IEEE |access-date=July 14, 2011}}</ref> While studying the complicated ''ad hoc'' circuits of this analyzer, Shannon designed [[switching circuit]]s based on [[Boolean algebra|Boole's concepts]]. In 1937, he wrote his master's degree thesis, ''[[A Symbolic Analysis of Relay and Switching Circuits]],''<ref name="SymbolicAnalysis">{{ cite journal
|last = Shannon
|last = Shannon
|first = C. E.
|first = C. E.
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|pages = 713–723
|pages = 713–723
|doi= 10.1109/T-AIEE.1938.5057767
|doi= 10.1109/T-AIEE.1938.5057767
|bibcode = 1938TAIEE..57..713S
|hdl = 1721.1/11173
|hdl = 1721.1/11173
|s2cid = 51638483
|s2cid = 51638483
|hdl-access = free
|hdl-access = free
}}</ref> with a paper from this thesis published in 1938.<ref name="SymbolicAnalysis"/> A revolutionary work for [[switching circuit theory]], Shannon diagramed switching circuits that could implement the essential operators of [[Boolean algebra (logic)|Boolean algebra]]. Then he proved that his switching circuits could be used to simplify the arrangement of the [[electromechanical]] [[relay]]s that were used during that time in [[public switched telephone network|telephone call routing switches]]. Next, he expanded this concept, proving that these circuits could solve all problems that Boolean algebra could solve. In the last chapter, he presented diagrams of several circuits, including a digital 4-bit full adder.<ref name="SymbolicAnalysis" /> His work differed significantly from the work of previous engineers such as [[Akira Nakashima]], who still relied on the existent circuit theory of the time and took a grounded approach.<ref name=":03">{{Cite journal |last=Kawanishi |first=Toma |date=2019 |title=Prehistory of Switching Theory in Japan: Akira Nakashima and His Relay-circuit Theory |url=https://www.jstage.jst.go.jp/article/historiascientiarum/29/1/29_136/_article |journal=Historia Scientiarum |series=Second Series |volume=29 |issue=1 |pages=136–162 |doi=10.34336/historiascientiarum.29.1_136}}</ref> Shannon's ideas were more abstract and relied on mathematics, thereby breaking new ground with his work, with his approach dominating modern-day electrical engineering.<ref name=":03" />
}}</ref> with a paper from this thesis published in 1938.<ref name="SymbolicAnalysis"/> A revolutionary work for [[switching circuit theory]], in it Shannon diagramed switching circuits that could implement the essential operators of [[Boolean algebra (logic)|Boolean algebra]]. Then he proved that his switching circuits could be used to simplify the arrangement of the [[electromechanical]] [[relay]]s that were used during that time in [[public switched telephone network|telephone call routing switches]]. Next, he expanded this concept, proving that these circuits could solve all problems that Boolean algebra could solve. In the last chapter, he presented diagrams of several circuits, including a digital 4-bit full adder.<ref name="SymbolicAnalysis" /> His work differed significantly from the work of previous engineers such as [[Akira Nakashima]], who still relied on the existent circuit theory of the time and took a grounded approach.<ref name=":03">{{Cite journal |last=Kawanishi |first=Toma |date=2019 |title=Prehistory of Switching Theory in Japan: Akira Nakashima and His Relay-circuit Theory |url=https://www.jstage.jst.go.jp/article/historiascientiarum/29/1/29_136/_article |journal=Historia Scientiarum |series=Second Series |volume=29 |issue=1 |pages=136–162 |doi=10.34336/historiascientiarum.29.1_136}}</ref> Shannon's ideas were more abstract and relied on mathematics, thereby breaking new ground with his work, with his approach dominating modern-day electrical engineering.<ref name=":03" />


Using electrical switches to implement logic is the fundamental concept that underlies all [[Computer|electronic digital computers]]. Shannon's work became the foundation of [[digital circuit]] design, as it became widely known in the electrical engineering community during and after [[World War II]]. The theoretical rigor of Shannon's work superseded the ''ad hoc'' methods that had prevailed previously. [[Howard Gardner]] hailed Shannon's thesis "possibly the most important, and also the most famous, master's thesis of the century."<ref>{{cite book |title=The Mind's New Science: A History of the Cognitive Revolution |first=Howard |last=Gardner |author-link=Howard Gardner |publisher=Basic Books |year=1987 |isbn=978-0-465-04635-5 |page=[https://archive.org/details/mindsnewscience00howa/page/144 144] |url=https://archive.org/details/mindsnewscience00howa/page/144 }}</ref> [[Herman Goldstine]] described it as "surely ... one of the most important master's theses ever written ... It helped to change digital circuit design from an art to a science."<ref>{{Cite book |last=Goldstine |first=Herman H. |author-link=Herman Goldstine |url=https://monoskop.org/images/f/fc/Goldstine_Herman_H_The_Computer_from_Pascal_to_von_Neumann.pdf |title=The Computer from Pascal to von Neumann |publisher=Princeton University Press |year=1972 |isbn=978-0-691-08104-5 |location=Princeton, N.J. |pages=119–120 |language=en}}</ref> One of the reviewers of his work commented that "To the best of my knowledge, this is the first application of the methods of symbolic logic to so practical an engineering problem. From the point of view of originality I rate the paper as outstanding."<ref name=":02">{{Cite thesis |last=Guizzo |first=Erico Marui |date=2003 |title=The Essential Message: Claude Shannon and the Making of Information Theory |url=https://core.ac.uk/download/pdf/4404094.pdf |publisher=Massachusetts Institute of Technology |pages=12 |access-date=29 July 2024 |degree=Master of Science}}</ref> Shannon's master's thesis won the [[Alfred Noble Prize#Recipients|1939 Alfred Noble Prize]].
Using electrical switches to implement logic is the fundamental concept that underlies all [[Computer|electronic digital computers]]. Shannon's work became the foundation of [[digital circuit]] design, as it became widely known in the electrical engineering community during and after World War II. The theoretical rigor of Shannon's work superseded the ''ad hoc'' methods that had prevailed previously. In 1987, [[Howard Gardner]] hailed Shannon's thesis "possibly the most important, and also the most famous, master's thesis of the century."<ref>{{cite book |title=The Mind's New Science: A History of the Cognitive Revolution |first=Howard |last=Gardner |author-link=Howard Gardner |publisher=Basic Books |year=1987 |isbn=978-0-465-04635-5 |page=[https://archive.org/details/mindsnewscience00howa/page/144 144] |url=https://archive.org/details/mindsnewscience00howa/page/144 }}</ref> [[Herman Goldstine]] described it in 1972 as "surely ... one of the most important master's theses ever written ... It helped to change digital circuit design from an art to a science."<ref>{{Cite book |last=Goldstine |first=Herman H. |author-link=Herman Goldstine |url=https://monoskop.org/images/f/fc/Goldstine_Herman_H_The_Computer_from_Pascal_to_von_Neumann.pdf |title=The Computer from Pascal to von Neumann |publisher=Princeton University Press |year=1972 |isbn=978-0-691-08104-5 |location=Princeton, N.J. |pages=119–120 |language=en}}</ref> One of the reviewers of his work commented that "To the best of my knowledge, this is the first application of the methods of symbolic logic to so practical an engineering problem. From the point of view of originality I rate the paper as outstanding."<ref name=":02">{{Cite thesis |last=Guizzo |first=Erico Marui |date=2003 |title=The Essential Message: Claude Shannon and the Making of Information Theory |url=https://core.ac.uk/download/pdf/4404094.pdf |publisher=Massachusetts Institute of Technology |pages=12 |access-date=29 July 2024 |degree=Master of Science}}</ref> Shannon's master's thesis won the [[Alfred Noble Prize#Recipients|1939 Alfred Noble Prize]].


Shannon received his PhD in mathematics from MIT in 1940.<ref name="MIT obituary"/> Vannevar Bush had suggested that Shannon should work on his dissertation at the [[Cold Spring Harbor Laboratory]], in order to develop a mathematical formulation for [[Gregor Mendel|Mendelian]] [[genetics]]. This research resulted in Shannon's PhD thesis, called ''An Algebra for Theoretical Genetics''.<ref>{{cite thesis|hdl=1721.1/11174|title=An Algebra for Theoretical Genetics|year=1940|publisher=Massachusetts Institute of Technology|type=Thesis|last1=Shannon|first1=Claude Elwood}} — Contains a biography on pp. 64–65.</ref> However, the thesis went unpublished after Shannon lost interest, but it did contain important results.<ref name=":11" /> Notably, he was one of the first to apply an algebraic framework to study theoretical population genetics.<ref>{{Cite journal |last1=Chalub |first1=Fabio A. C. C. |last2=Souza |first2=Max O. |date=2017-12-01 |title=On the stochastic evolution of finite populations |url=https://doi.org/10.1007/s00285-017-1135-4 |journal=Journal of Mathematical Biology |language=en |volume=75 |issue=6 |pages=1735–1774 |doi=10.1007/s00285-017-1135-4 |pmid=28493042 |issn=1432-1416|arxiv=1602.00478 }}</ref> In addition, Shannon devised a general expression for the distribution of several linked traits in a population after multiple generations under a random mating system, which was original at the time,<ref>{{Cite journal |last1=Hanus |first1=Pavol |last2=Goebel |first2=Bernhard |last3=Dingel |first3=Janis |last4=Weindl |first4=Johanna |last5=Zech |first5=Juergen |last6=Dawy |first6=Zaher |last7=Hagenauer |first7=Joachim |last8=Mueller |first8=Jakob C. |date=2007-11-27 |title=Information and communication theory in molecular biology |url=http://link.springer.com/10.1007/s00202-007-0062-6 |journal=Electrical Engineering |language=en |volume=90 |issue=2 |pages=161–173 |doi=10.1007/s00202-007-0062-6 |issn=0948-7921}}</ref> with the new theorem unworked out by other [[Population genetics|population geneticists]] of the time.<ref>{{Cite web |last=Pachter |first=Lior |author-link=Lior Pachter |date=2013-11-06 |title=Claude Shannon, population geneticist |url=https://liorpachter.wordpress.com/2013/11/05/claude-shannon-population-geneticist/ |access-date=2024-07-29 |website=Bits of DNA |language=en}}</ref>
Shannon received his PhD in mathematics from MIT in 1940.<ref name="MIT obituary"/> Vannevar Bush had suggested that Shannon should work on his dissertation at the [[Cold Spring Harbor Laboratory]], in order to develop a mathematical formulation for [[Gregor Mendel|Mendelian]] [[genetics]]. This research resulted in Shannon's PhD thesis, called ''An Algebra for Theoretical Genetics''.<ref>{{cite thesis|hdl=1721.1/11174|title=An Algebra for Theoretical Genetics|year=1940|publisher=Massachusetts Institute of Technology|type=Thesis|last1=Shannon|first1=Claude Elwood}} — Contains a biography on pp. 64–65.</ref> However, the thesis went unpublished after Shannon lost interest, but it did contain important results.<ref name=":11" /> Notably, he was one of the first to apply an algebraic framework to study theoretical population genetics.<ref>{{Cite journal |last1=Chalub |first1=Fabio A. C. C. |last2=Souza |first2=Max O. |date=2017-12-01 |title=On the stochastic evolution of finite populations |url=https://doi.org/10.1007/s00285-017-1135-4 |journal=Journal of Mathematical Biology |language=en |volume=75 |issue=6 |pages=1735–1774 |doi=10.1007/s00285-017-1135-4 |pmid=28493042 |issn=1432-1416|arxiv=1602.00478 }}</ref> In addition, Shannon devised a general expression for the distribution of several linked traits in a population after multiple generations under a random mating system, which was original at the time,<ref>{{Cite journal |last1=Hanus |first1=Pavol |last2=Goebel |first2=Bernhard |last3=Dingel |first3=Janis |last4=Weindl |first4=Johanna |last5=Zech |first5=Juergen |last6=Dawy |first6=Zaher |last7=Hagenauer |first7=Joachim |last8=Mueller |first8=Jakob C. |date=2007-11-27 |title=Information and communication theory in molecular biology |url=http://link.springer.com/10.1007/s00202-007-0062-6 |journal=Electrical Engineering |language=en |volume=90 |issue=2 |pages=161–173 |doi=10.1007/s00202-007-0062-6 |issn=0948-7921}}</ref> with the new theorem unworked out by other [[Population genetics|population geneticists]] of the time.<ref>{{Cite web |last=Pachter |first=Lior |author-link=Lior Pachter |date=2013-11-06 |title=Claude Shannon, population geneticist |url=https://liorpachter.wordpress.com/2013/11/05/claude-shannon-population-geneticist/ |access-date=2024-07-29 |website=Bits of DNA |language=en}}</ref>


In 1940, Shannon became a National Research Fellow at the [[Institute for Advanced Study]] in [[Princeton, New Jersey]]. In Princeton, Shannon had the opportunity to discuss his ideas with influential scientists and [[mathematician]]s such as [[Hermann Weyl]] and [[John von Neumann]], and he also had occasional encounters with [[Albert Einstein]] and [[Kurt Gödel]]. Shannon worked freely across disciplines, and this ability may have contributed to his later development of mathematical information theory.<ref>{{cite thesis|hdl=1721.1/39429|title=The Essential Message: Claude Shannon and the Making of Information Theory|year=2003|publisher=Massachusetts Institute of Technology|type=Thesis|last1=Guizzo|first1=Erico Marui}}</ref>
In 1940, Shannon became a National Research Fellow at the [[Institute for Advanced Study]] in [[Princeton, New Jersey]]. In Princeton, Shannon had the opportunity to discuss his ideas with influential scientists and mathematicians such as [[Hermann Weyl]] and [[John von Neumann]], and he also had occasional encounters with [[Albert Einstein]] and [[Kurt Gödel]]. Shannon worked freely across disciplines, and this ability may have contributed to his later development of mathematical information theory.<ref>{{cite thesis|hdl=1721.1/39429|title=The Essential Message: Claude Shannon and the Making of Information Theory|year=2003|publisher=Massachusetts Institute of Technology|type=Thesis|last1=Guizzo|first1=Erico Marui}}</ref>


===Wartime research===
===Wartime research===
Shannon had worked at [[Bell Labs]] for a few months in the summer of 1937,<ref>{{Cite book |last=Gertner |first=Jon |title=The idea factory: Bell Labs and the great age of American innovation |date=2013 |publisher=Penguin Books |isbn=978-0-14-312279-1 |location=London |pages=118}}</ref> and returned there to work on [[fire-control system]]s and [[cryptography]] during [[World War II]], under a contract with section D-2 (Control Systems section) of the [[National Defense Research Committee]] (NDRC).
Shannon had worked at [[Bell Labs]] for a few months in the summer of 1937,<ref>{{Cite book |last=Gertner |first=Jon |title=The idea factory: Bell Labs and the great age of American innovation |date=2013 |publisher=Penguin Books |isbn=978-0-14-312279-1 |location=London |pages=118}}</ref> and returned there to work on [[fire-control system]]s and [[cryptography]] during World War II, under a contract with section D-2 (Control Systems section) of the [[National Defense Research Committee]] (NDRC).


Shannon is credited with the invention of [[signal-flow graph]]s, in 1942. He discovered the topological gain formula while investigating the functional operation of an analog computer.<ref>{{Cite book|title = NASAP-70 User's and Programmer's manual|last1 = Okrent|first1 = Howard|publisher = School of Engineering and Applied Science, University of California at Los Angeles|year = 1970|location = Los Angeles, California|pages = 3–9|first2 = Lawrence P.|last2 = McNamee|url=https://ntrs.nasa.gov/citations/19710025849|chapter-url = https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19710025849.pdf|chapter = 3. 3 Flowgraph Theory|access-date = March 4, 2016}}</ref>
Shannon is credited with the invention of [[signal-flow graph]]s, in 1942. He discovered the topological gain formula while investigating the functional operation of an analog computer.<ref>{{Cite book|title = NASAP-70 User's and Programmer's manual|last1 = Okrent|first1 = Howard|publisher = School of Engineering and Applied Science, University of California at Los Angeles|year = 1970|location = Los Angeles, California|pages = 3–9|first2 = Lawrence P.|last2 = McNamee|url=https://ntrs.nasa.gov/citations/19710025849|chapter-url = https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19710025849.pdf|chapter = 3. 3 Flowgraph Theory|access-date = March 4, 2016}}</ref>


For two months early in 1943, Shannon came into contact with the leading British mathematician [[Alan Turing]]. Turing had been posted to Washington to share with the [[U.S. Navy]]'s cryptanalytic service the methods used by the [[Government Code and Cypher School]] at [[Bletchley Park]] to break the cyphers used by the ''[[Kriegsmarine]]'' [[U-boat]]s in the north [[Atlantic Ocean]].<ref name=Hodges1992>{{Citation | last = Hodges | first = Andrew | author-link = Andrew Hodges | year = 1992 | title = Alan Turing: The Enigma | location = London | publisher = [[Vintage Books|Vintage]] | pages = 243–252 | isbn = 978-0-09-911641-7}}</ref> He was also interested in the encipherment of speech and to this end spent time at Bell Labs. Shannon and Turing met at teatime in the cafeteria.<ref name=Hodges1992 /> Turing showed Shannon his 1936 paper that defined what is now known as the "[[universal Turing machine]]".<ref>{{Citation | last= Turing | first= A.M. | publication-date = 1937 | year = 1936 | title = On Computable Numbers, with an Application to the Entscheidungsproblem | periodical = Proceedings of the London Mathematical Society | series = 2 | volume = 42 | pages = 230–65 | doi= 10.1112/plms/s2-42.1.230 | s2cid= 73712 }}</ref><ref>{{citation | last = Turing | first = A.M. | publication-date = 1937 | title = On Computable Numbers, with an Application to the Entscheidungsproblem: A correction | periodical = Proceedings of the London Mathematical Society | series = 2 | volume = 43 | pages = 544–6 | doi = 10.1112/plms/s2-43.6.544 | year = 1938 | issue = 6 }}</ref> This impressed Shannon, as many of its ideas complemented his own.
For two months early in 1943, Shannon came into contact with the leading British mathematician [[Alan Turing]]. Turing had been posted to Washington to share with the [[U.S. Navy]]'s cryptanalytic service the methods used by the [[Government Code and Cypher School]] at [[Bletchley Park]] to break the cyphers used by the ''[[Kriegsmarine]]'' [[U-boat]]s in the north Atlantic Ocean.<ref name=Hodges1992>{{Citation | last = Hodges | first = Andrew | author-link = Andrew Hodges | year = 1992 | title = Alan Turing: The Enigma | location = London | publisher = [[Vintage Books|Vintage]] | pages = 243–252 | isbn = 978-0-09-911641-7}}</ref> He was also interested in the encipherment of speech and to this end spent time at Bell Labs. Shannon and Turing met at teatime in the cafeteria.<ref name=Hodges1992 /> Turing showed Shannon his 1936 paper that defined what is now known as the "[[universal Turing machine]]".<ref>{{Citation | last= Turing | first= A.M. | publication-date = 1937 | year = 1936 | title = On Computable Numbers, with an Application to the Entscheidungsproblem | periodical = Proceedings of the London Mathematical Society | series = 2 | volume = 42 | pages = 230–65 | doi= 10.1112/plms/s2-42.1.230 | s2cid= 73712 }}</ref><ref>{{citation | last = Turing | first = A.M. | publication-date = 1937 | title = On Computable Numbers, with an Application to the Entscheidungsproblem: A correction | periodical = Proceedings of the London Mathematical Society | series = 2 | volume = 43 | pages = 544–6 | doi = 10.1112/plms/s2-43.6.544 | year = 1938 | issue = 6 }}</ref> This impressed Shannon, as many of its ideas complemented his own.{{citation needed|date=August 2025}}


Shannon and his team developed anti-aircraft systems that tracked enemy missiles and planes, while also determining the paths for intercepting missiles.<ref>{{Cite book |url=https://books.google.com/books?id=58ySAwAAQBAJ&pg=PA183 |title=Computing: A Historical and Technical Perspective |date=2014 |publisher=CRC Press |isbn=978-1-4822-2741-3 |editor-last=Igarashi |editor-first=Yoshihide |edition= |location=Boca Raton, Florida |pages=183}}</ref>
Shannon and his team developed anti-aircraft systems that tracked enemy missiles and planes, while also determining the paths for intercepting missiles.<ref>{{Cite book |url=https://books.google.com/books?id=58ySAwAAQBAJ&pg=PA183 |title=Computing: A Historical and Technical Perspective |date=2014 |publisher=CRC Press |isbn=978-1-4822-2741-3 |editor-last=Igarashi |editor-first=Yoshihide |edition= |location=Boca Raton, Florida |pages=183}}</ref>


In 1945, as the war was coming to an end, the NDRC was issuing a summary of technical reports as a last step prior to its eventual closing down. Inside the volume on fire control, a special essay titled ''Data Smoothing and Prediction in Fire-Control Systems'', coauthored by Shannon, [[Ralph Beebe Blackman]], and [[Hendrik Wade Bode]], formally treated the problem of smoothing the data in fire-control by analogy with "the problem of separating a signal from interfering noise in communications systems."<ref>{{cite book|isbn=0801880572|pages=319–320|title=Between Human and Machine: Feedback, Control, and Computing Before Cybernetics|last1=Mindell|first1=David A.|date=October 15, 2004|publisher=JHU Press }}</ref> In other words, it modeled the problem in terms of [[Data processing|data]] and [[signal processing]] and thus heralded the coming of the [[Information Age]].
In 1945, as the war was coming to an end, the NDRC was issuing a summary of technical reports as a last step prior to its eventual closing down. Inside the volume on fire control, a special essay titled ''Data Smoothing and Prediction in Fire-Control Systems'', coauthored by Shannon, [[Ralph Beebe Blackman]], and [[Hendrik Wade Bode]], formally treated the problem of smoothing the data in fire-control by analogy with "the problem of separating a signal from interfering noise in communications systems."<ref>{{cite book|isbn=0801880572|pages=319–320|title=Between Human and Machine: Feedback, Control, and Computing Before Cybernetics|last1=Mindell|first1=David A.|date=October 15, 2004|publisher=JHU Press }}</ref> In other words, it modeled the problem in terms of [[Data processing|data]] and [[signal processing]] and thus heralded the coming of the [[Information Age]].{{citation needed|date=August 2025}}


Shannon's work on cryptography was even more closely related to his later publications on [[communication theory]].<ref>{{cite book |last=Kahn |first=David |author-link=David Kahn (writer) |title=The Codebreakers: The Comprehensive History of Secret Communication from Ancient Times to the Internet |title-link=The Codebreakers |date=1966 |publisher=Macmillan and Sons |isbn=0684831309 |pages=743–751}}</ref> At the close of the war, he prepared a classified memorandum for [[Bell Telephone Labs]] entitled "A Mathematical Theory of Cryptography", dated September 1945. A declassified version of this paper was published in 1949 as "[[Communication Theory of Secrecy Systems]]" in the ''[[Bell System Technical Journal]]''. This paper incorporated many of the concepts and mathematical formulations that also appeared in his ''[[A Mathematical Theory of Communication]]''. Shannon said that his wartime insights into communication theory and cryptography developed simultaneously, and that "they were so close together you couldn't separate them".<ref>quoted in Kahn, ''The Codebreakers'', p. 744.</ref> In a footnote near the beginning of the classified report, Shannon announced his intention to "develop these results … in a forthcoming memorandum on the transmission of information."<ref>Quoted in Erico Marui Guizzo, [http://dspace.mit.edu/bitstream/1721.1/39429/1/54526133.pdf "The Essential Message: Claude Shannon and the Making of Information Theory"], {{webarchive |url=https://web.archive.org/web/20080528182200/http://dspace.mit.edu/bitstream/1721.1/39429/1/54526133.pdf |date=May 28, 2008 }} unpublished MS thesis, Massachusetts Institute of Technology, 2003, p. 21.</ref>
Shannon's work on cryptography was even more closely related to his later publications on [[communication theory]].<ref>{{cite book |last=Kahn |first=David |author-link=David Kahn (writer) |title=The Codebreakers: The Comprehensive History of Secret Communication from Ancient Times to the Internet |title-link=The Codebreakers |date=1966 |publisher=Macmillan and Sons |isbn=0684831309 |pages=743–751}}</ref> At the close of the war, he prepared a classified memorandum for [[Bell Telephone Labs]] entitled "A Mathematical Theory of Cryptography", dated September 1945. A declassified version of this paper was published in 1949 as "[[Communication Theory of Secrecy Systems]]" in the ''[[Bell System Technical Journal]]''. This paper incorporated many of the concepts and mathematical formulations that also appeared in his ''[[A Mathematical Theory of Communication]]''. Shannon said that his wartime insights into communication theory and cryptography developed simultaneously, and that "they were so close together you couldn't separate them".<ref>quoted in Kahn, ''The Codebreakers'', p. 744.</ref> In a footnote near the beginning of the classified report, Shannon announced his intention to "develop these results … in a forthcoming memorandum on the transmission of information."<ref>Quoted in Erico Marui Guizzo, [http://dspace.mit.edu/bitstream/1721.1/39429/1/54526133.pdf "The Essential Message: Claude Shannon and the Making of Information Theory"], {{webarchive |url=https://web.archive.org/web/20080528182200/http://dspace.mit.edu/bitstream/1721.1/39429/1/54526133.pdf |date=May 28, 2008 }} unpublished MS thesis, Massachusetts Institute of Technology, 2003, p. 21.</ref>


While he was at Bell Labs, Shannon proved that the [[cryptographic]] [[one-time pad]] is unbreakable in his classified research that was later published in 1949. The same article also proved that any unbreakable system must have essentially the same characteristics as the one-time pad: the key must be truly random, as large as the plaintext, never reused in whole or part, and kept secret.<ref>{{cite journal|doi=10.1002/j.1538-7305.1949.tb00928.x|title=Communication Theory of Secrecy Systems|year=1949|last1=Shannon|first1=C. E.|journal=Bell System Technical Journal|volume=28|issue=4|pages=656–715}}</ref>
While he was at Bell Labs, Shannon proved that the [[cryptographic]] [[one-time pad]] is unbreakable in his classified research that was later published in 1949. The same article also proved that any unbreakable system must have essentially the same characteristics as the one-time pad: the key must be truly random, as large as the plaintext, never reused in whole or part, and kept secret.<ref>{{cite journal|doi=10.1002/j.1538-7305.1949.tb00928.x|title=Communication Theory of Secrecy Systems|year=1949|last1=Shannon|first1=C. E.|journal=Bell System Technical Journal|volume=28|issue=4|pages=656–715 |bibcode=1949BSTJ...28..656S }}</ref>


===Information theory===
===Information theory===
In 1948, the promised memorandum appeared as "A Mathematical Theory of Communication", an article in two parts in the July and October issues of the ''Bell System Technical Journal''. This work focuses on the problem of how best to encode the message a sender wants to transmit. Shannon developed [[information entropy]] as a measure of the [[information]] content in a message, which is a measure of uncertainty reduced by the message. In so doing, he essentially invented the field of [[information theory]].
In 1948, the promised memorandum appeared as "A Mathematical Theory of Communication", an article in two parts in the July and October issues of the ''Bell System Technical Journal''. This work focuses on the problem of how best to encode the message a sender wants to transmit. Shannon developed [[information entropy]] as a measure of the information content in a message, which is a measure of uncertainty reduced by the message. In so doing, he essentially invented the field of [[information theory]].


The book ''The Mathematical Theory of Communication''<ref name=":0" /> reprints Shannon's 1948 article and [[Warren Weaver]]'s popularization of it, which is accessible to the non-specialist. Weaver pointed out that the word "information" in communication theory is not related to what you do say, but to what you could say. That is, information is a measure of one's freedom of choice when one selects a message. Shannon's concepts were also popularized, subject to his own proofreading, in [[John Robinson Pierce]]'s ''Symbols, Signals, and Noise''.
The book ''The Mathematical Theory of Communication''<ref name=":0" /> reprints Shannon's 1948 article and [[Warren Weaver]]'s popularization of it, which is accessible to the non-specialist. Weaver pointed out that the word "information" in communication theory is not related to what you do say, but to what you could say. That is, information is a measure of one's freedom of choice when one selects a message. Shannon's concepts were also popularized, subject to his own proofreading, in [[John Robinson Pierce]]'s ''Symbols, Signals, and Noise''.
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Another notable paper published in 1949 is "[[Communication Theory of Secrecy Systems]]", a declassified version of his wartime work on the mathematical theory of cryptography, in which he proved that all theoretically unbreakable cyphers must have the same requirements as the one-time pad. He is credited with the introduction of [[Nyquist–Shannon sampling theorem|sampling theorem]], which he had derived as early as 1940,<ref>{{Cite conference |last1=Stanković |first1=Raromir S. |last2=Astola |first2=Jaakko T. |last3=Karpovsky |first3=Mark G. |date=September 2006 |title=Some Historic Remarks On Sampling Theorem |url=https://sites.bu.edu/mark/files/2018/02/196.pdf |conference=Proceedings of the 2006 International TICSP Workshop on Spectral Methods and Multirate Signal Processing}}</ref> and which is concerned with representing a continuous-time signal from a (uniform) discrete set of samples. This theory was essential in enabling telecommunications to move from analog to digital transmissions systems in the 1960s and later. He further wrote a paper in 1956 regarding coding for a noisy channel, which also became a classic paper in the field of information theory.<ref name=":16" /> However, also in 1956 he wrote a one-page editorial for the "IRE Transactions on Information Theory" entitled "The Bandwagon" which he began by observing: "Information theory has, in the last few years, become something of a scientific bandwagon" and which he concluded by warning: "Only by maintaining a thoroughly scientific attitude can we achieve real progress in communication theory and consolidate our present position."<ref>{{cite journal |last1=Shannon |first1=Claude E. |title=The Bandwagon |journal=IRE Transactions on Information Theory |date=1956 |volume=2 |issue=1 |page=3 |doi=10.1109/TIT.1956.1056774 |url=https://www.jonglage.net/theorie/notation/siteswap-avancee/refs/books/Claude%20Shannon%20-%20Collected%20Papers.pdf |access-date=18 February 2025}}</ref>
Another notable paper published in 1949 is "[[Communication Theory of Secrecy Systems]]", a declassified version of his wartime work on the mathematical theory of cryptography, in which he proved that all theoretically unbreakable cyphers must have the same requirements as the one-time pad. He is credited with the introduction of [[Nyquist–Shannon sampling theorem|sampling theorem]], which he had derived as early as 1940,<ref>{{Cite conference |last1=Stanković |first1=Raromir S. |last2=Astola |first2=Jaakko T. |last3=Karpovsky |first3=Mark G. |date=September 2006 |title=Some Historic Remarks On Sampling Theorem |url=https://sites.bu.edu/mark/files/2018/02/196.pdf |conference=Proceedings of the 2006 International TICSP Workshop on Spectral Methods and Multirate Signal Processing}}</ref> and which is concerned with representing a continuous-time signal from a (uniform) discrete set of samples. This theory was essential in enabling telecommunications to move from analog to digital transmissions systems in the 1960s and later. He further wrote a paper in 1956 regarding coding for a noisy channel, which also became a classic paper in the field of information theory.<ref name=":16" /> However, also in 1956 he wrote a one-page editorial for the "IRE Transactions on Information Theory" entitled "The Bandwagon" which he began by observing: "Information theory has, in the last few years, become something of a scientific bandwagon" and which he concluded by warning: "Only by maintaining a thoroughly scientific attitude can we achieve real progress in communication theory and consolidate our present position."<ref>{{cite journal |last1=Shannon |first1=Claude E. |title=The Bandwagon |journal=IRE Transactions on Information Theory |date=1956 |volume=2 |issue=1 |page=3 |doi=10.1109/TIT.1956.1056774 |url=https://www.jonglage.net/theorie/notation/siteswap-avancee/refs/books/Claude%20Shannon%20-%20Collected%20Papers.pdf |access-date=18 February 2025}}</ref>


Claude Shannon's influence has been immense in the field, for example, in a 1973 collection of the key papers in the field of information theory, he was author or coauthor of 12 of the 49 papers cited, while no one else appeared more than three times.<ref name=":19">{{Cite book |last=McEliece |first=Robert J. |author-link=Robert McEliece |url=https://books.google.com/books?id=bQ9fWH7fh3IC |title=The Theory of Information and Coding |date=2004 |publisher=Cambridge University Press |isbn=978-0-521-83185-7 |edition=Student |series= |location=Cambridge |pages=13 |language=en}}</ref> Even beyond his original paper in 1948, he is still regarded as the most important post-1948 contributor to the theory.<ref name=":19" />
Claude Shannon's influence has been immense in the field, for example, in a 1973 collection of the key papers in the field of information theory, he was author or coauthor of 12 of the 49 papers cited, while no one else appeared more than three times.<ref name=":19">{{Cite book |last=McEliece |first=Robert J. |author-link=Robert McEliece |url=https://books.google.com/books?id=bQ9fWH7fh3IC&pg=PA13 |title=The Theory of Information and Coding |date=2004 |publisher=Cambridge University Press |isbn=978-0-521-83185-7 |edition=Student |series= |location=Cambridge |pages=13 |language=en}}</ref> Even beyond his original paper in 1948, he is still regarded as the most important post-1948 contributor to the theory.<ref name=":19" />


In May 1951, [[Mervin Kelly]] received a request from the director of the [[Central Intelligence Agency|CIA]], general [[Walter Bedell Smith]], regarding Shannon and the need for him, as Shannon was regarded as, based on "the best authority", the "most eminently qualified scientist in the particular field concerned".<ref name="Soni Goodman 2017 p. 63">{{cite book |last1=Soni |first1=J. |url=https://books.google.com/books?id=gygsDwAAQBAJ&dq=special+cryptologic+advisory+group+claude+shannon&pg=PA196 |title=A Mind at Play: How Claude Shannon Invented the Information Age |last2=Goodman |first2=R. |publisher=Simon & Schuster |year=2017 |isbn=978-1-4767-6668-3 |pages=193–198 |language=en |access-date=}}</ref> As a result of the request, Shannon became part of the CIA's Special Cryptologic Advisory Group or SCAG.<ref name="Soni Goodman 2017 p. 63" />
In May 1951, [[Mervin Kelly]] received a request from the director of the [[Central Intelligence Agency|CIA]], general [[Walter Bedell Smith]], regarding Shannon and the need for him, as Shannon was regarded as, based on "the best authority", the "most eminently qualified scientist in the particular field concerned".<ref name="Soni Goodman 2017 p. 63">{{cite book |last1=Soni |first1=J. |url=https://books.google.com/books?id=gygsDwAAQBAJ&pg=PA193 |title=A Mind at Play: How Claude Shannon Invented the Information Age |last2=Goodman |first2=R. |publisher=Simon & Schuster |year=2017 |isbn=978-1-4767-6668-3 |pages=193–198 |language=en |access-date=}}</ref> As a result of the request, Shannon became part of the CIA's Special Cryptologic Advisory Group or SCAG.<ref name="Soni Goodman 2017 p. 63" />


In his time at Bell Labs, he also co-developed [[pulse-code modulation]] alongside [[Bernard M. Oliver]], and [[John R. Pierce]].<ref>{{Cite book |last=Noll |first=A. Michael |url=https://books.google.com/books?id=rpkuAgAAQBAJ&pg=PA50 |title=Highway of Dreams: A Critical View Along the Information Superhighway |date=1997 |publisher=Erlbaum |isbn=978-0-8058-2557-2 |edition=Revised |series=Telecommunications |location=Mahwah, NJ |pages=50 |language=en}}</ref><ref>{{Cite book |last=Barrett |first=G. Douglas |url=https://books.google.com/books?id=r9-SEAAAQBAJ&pg=PA102 |title=Experimenting the Human: Art, Music, and the Contemporary Posthuman |publisher=[[The University of Chicago Press]] |year=2023 |isbn=978-0-226-82340-9 |location=Chicago London |pages=102 |language=en}}</ref>
In his time at Bell Labs, he also co-developed [[pulse-code modulation]] alongside [[Bernard M. Oliver]], and [[John R. Pierce]].<ref>{{Cite book |last=Noll |first=A. Michael |url=https://books.google.com/books?id=rpkuAgAAQBAJ&pg=PA50 |title=Highway of Dreams: A Critical View Along the Information Superhighway |date=1997 |publisher=Erlbaum |isbn=978-0-8058-2557-2 |edition=Revised |series=Telecommunications |location=Mahwah, NJ |pages=50 |language=en}}</ref><ref>{{Cite book |last=Barrett |first=G. Douglas |url=https://books.google.com/books?id=r9-SEAAAQBAJ&pg=PA102 |title=Experimenting the Human: Art, Music, and the Contemporary Posthuman |publisher=[[The University of Chicago Press]] |year=2023 |isbn=978-0-226-82340-9 |location=Chicago London |pages=102 |language=en}}</ref>


===Artificial Intelligence===
===Artificial Intelligence===
In 1950, Shannon designed and built, with the help of his wife, a learning machine named Theseus. It consisted of a maze on a surface, through which a mechanical mouse could move. Below the surface were sensors that followed the path of a mechanical mouse through the maze. After much trial and error, this device would learn the shortest path through the maze, and direct the mechanical mouse through the maze. The pattern of the maze could be changed at will.<ref name="MIT" />
[[File:Shannon and mouse.png|thumb|Shannon and his [[electromechanical]] mouse ''Theseus'' (named after [[Theseus]] from Greek mythology) which he tried to have solve the maze in one of the first experiments in [[artificial intelligence]]]]
 
==== Theseus, the mouse ====
In 1950, Shannon designed and built, with the help of his wife, Betty, a learning machine named Theseus. It consisted of a maze on a surface, through which a mechanical mouse could move. Below the surface were sensors (an electromechanical relay circuit)<ref name="Bell Labs acknowledgement">{{cite web |title=Bell Labs Advances Intelligent Networks |url=http://www.alcatel-lucent.com/wps/portal/!ut/p/kcxml/04_Sj9SPykssy0xPLMnMz0vM0Y_QjzKLd4w39w3RL8h2VAQAGOJBYA!!?LMSG_CABINET=Bell_Labs&LMSG_CONTENT_FILE=News_Features/News_Feature_Detail_000025 |url-status=dead |archive-url=https://web.archive.org/web/20120722011711/http://www.alcatel-lucent.com/wps/portal/%21ut/p/kcxml/04_Sj9SPykssy0xPLMnMz0vM0Y_QjzKLd4w39w3RL8h2VAQAGOJBYA%21%21?LMSG_CABINET=Bell_Labs&LMSG_CONTENT_FILE=News_Features%2FNews_Feature_Detail_000025 |archive-date=July 22, 2012}}</ref> that followed the path of a mechanical mouse through the maze.<ref name="MIT" /> The mouse was designed to search through the corridors until it found the target.<ref name="Bell Labs acknowledgement" /> Having travelled through the maze, the mouse could then be placed anywhere it had been before, and because of its prior experience it could go directly to the target. If placed in unfamiliar territory, it was programmed to search until it reached a known location and then it would proceed to the target, adding the new knowledge to its memory and learning new behavior.<ref name="Bell Labs acknowledgement" /> After much trial and error, this device would learn the shortest path through the maze, and direct the mechanical mouse through the maze.<ref name="MIT" /> The pattern of the maze could be changed at will,<ref name="MIT" /> by rearranging movable partitions.<ref name="Bell Labs acknowledgement" /> Shannon's mouse appears to have been the first artificial learning device of its kind.<ref name="Bell Labs acknowledgement" />[[File:Theseus Maze by Claude Shannon, 1952 - MIT Museum - DSC03702.JPG|thumb|Theseus Maze in MIT Museum]]


[[Mazin Gilbert]] stated that Theseus "inspired the whole field of AI. This random trial and error is the foundation of artificial intelligence."<ref name="MIT">{{cite journal |last1=Klein |first1=Daniel |date=2019 |editor1-last=Dragoon |editor1-first=aLICE |title=Mighty mouse |url=https://www.technologyreview.com/2018/12/19/138508/mighty-mouse/ |journal=MIT News |language=English |location=Cambridge Massachusetts |publisher=MIT Technology Review |issue=January/February |pages=6–7}}</ref>
[[Mazin Gilbert]] stated that Theseus "inspired the whole field of AI. This random trial and error is the foundation of artificial intelligence."<ref name="MIT">{{cite journal |last1=Klein |first1=Daniel |date=2019 |editor1-last=Dragoon |editor1-first=aLICE |title=Mighty mouse |url=https://www.technologyreview.com/2018/12/19/138508/mighty-mouse/ |journal=MIT News |language=English |location=Cambridge Massachusetts |publisher=MIT Technology Review |issue=January/February |pages=6–7}}</ref>


Shannon wrote multiple influential papers on artificial intelligence, such as his 1950 paper titled "Programming a Computer for Playing Chess", and his 1953 paper titled "Computers and Automata".<ref>{{Cite journal |last=Cordeschi |first=Roberto |date=2007-04-25 |title=AI Turns Fifty: Revisiting ITS Origins |url=http://www.tandfonline.com/doi/abs/10.1080/08839510701252304 |journal=Applied Artificial Intelligence |language=en |volume=21 |issue=4–5 |pages=259–279 |doi=10.1080/08839510701252304 |issn=0883-9514}}</ref> Alongside [[John McCarthy (computer scientist)|John McCarthy]], he co-edited a book titled ''Automata Studies'', which was published in 1956.<ref name=":16">{{Cite journal |last=Kline |first=Ronald |date=2011 |title=Cybernetics, Automata Studies, and the Dartmouth Conference on Artificial Intelligence |url=https://ieeexplore.ieee.org/document/5477410 |journal=IEEE Annals of the History of Computing |volume=33 |issue=4 |pages=5–16 |doi=10.1109/MAHC.2010.44 |issn=1058-6180}}</ref> The categories in the articles within the volume were influenced by Shannon's own subject headings in his 1953 paper.<ref name=":16" /> Shannon shared McCarthy's goal of creating a science of intelligent machines, but also held a broader view of viable approaches in automata studies, such as neural nets, Turing machines, cybernetic mechanisms, and symbolic processing by computer.<ref name=":16" />
==== Other artificial intelligence work ====
Shannon wrote multiple influential papers on artificial intelligence, such as his 1950 paper titled "Programming a Computer for Playing Chess", and his 1953 paper titled "Computers and Automata".<ref>{{Cite journal |last=Cordeschi |first=Roberto |date=2007-04-25 |title=AI Turns Fifty: Revisiting ITS Origins |url=http://www.tandfonline.com/doi/abs/10.1080/08839510701252304 |journal=Applied Artificial Intelligence |language=en |volume=21 |issue=4–5 |pages=259–279 |doi=10.1080/08839510701252304 |issn=0883-9514}}</ref> Alongside [[John McCarthy (computer scientist)|John McCarthy]], he co-edited a book titled ''Automata Studies'', which was published in 1956.<ref name=":16">{{Cite journal |last=Kline |first=Ronald |date=2011 |title=Cybernetics, Automata Studies, and the Dartmouth Conference on Artificial Intelligence |journal=IEEE Annals of the History of Computing |volume=33 |issue=4 |pages=5–16 |doi=10.1109/MAHC.2010.44 |bibcode=2011IAHC...33d...5K |issn=1058-6180}}</ref> The categories in the articles within the volume were influenced by Shannon's own subject headings in his 1953 paper.<ref name=":16" /> Shannon shared McCarthy's goal of creating a science of intelligent machines, but also held a broader view of viable approaches in automata studies, such as neural nets, Turing machines, cybernetic mechanisms, and symbolic processing by computer.<ref name=":16" />


Shannon co-organized and participated in the [[Dartmouth workshop]] of 1956, alongside John McCarthy, [[Marvin Minsky]] and [[Nathaniel Rochester (computer scientist)|Nathaniel Rochester]], and which is considered the founding event of the field of artificial intelligence.<ref>{{Cite journal |last1=McCarthy |first1=John |last2=Minsky |first2=Marvin L. |last3=Rochester |first3=Nathaniel |last4=Shannon |first4=Claude E. |date=2006-12-15 |title=A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence, August 31, 1955 |url=https://ojs.aaai.org/aimagazine/index.php/aimagazine/article/view/1904 |journal=AI Magazine |language=en |volume=27 |issue=4 |pages=12 |doi=10.1609/aimag.v27i4.1904 |issn=2371-9621}}</ref><ref name="Solomonoff"/>
Shannon co-organized and participated in the [[Dartmouth workshop]] of 1956, alongside John McCarthy, [[Marvin Minsky]] and [[Nathaniel Rochester (computer scientist)|Nathaniel Rochester]], and which is considered the founding event of the field of artificial intelligence.<ref>{{Cite journal |last1=McCarthy |first1=John |last2=Minsky |first2=Marvin L. |last3=Rochester |first3=Nathaniel |last4=Shannon |first4=Claude E. |date=2006-12-15 |title=A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence, August 31, 1955 |url=https://ojs.aaai.org/aimagazine/index.php/aimagazine/article/view/1904 |journal=AI Magazine |language=en |volume=27 |issue=4 |pages=12 |doi=10.1609/aimag.v27i4.1904 |issn=2371-9621}}</ref><ref name="Solomonoff" />


===Teaching at MIT===
===Teaching at MIT===
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===Later life===
===Later life===
Shannon developed [[Alzheimer's disease]] and spent the last few years of his life in a [[nursing home]]; he died in 2001, survived by his wife, a son and daughter, and two granddaughters.<ref name =SW>{{cite web| url=http://scienceworld.wolfram.com/biography/Shannon.html | title=Shannon, Claude Elwood (1916–2001) | first=Eric | last=Weisstein | work=World of Scientific Biography | publisher=[[Wolfram Research]] }}</ref><ref>{{cite web | url=http://www.thocp.net/biographies/shannon_claude.htm | title=Claude Shannon – computer science theory | work=www.thocp.net | publisher=The History of Computing Project | access-date=December 9, 2016}}</ref>
Shannon developed [[Alzheimer's disease]] and spent the last few years of his life in a [[nursing home]]; he died in 2001, survived by his wife, a son and daughter, and two granddaughters.<ref name="SW">{{cite web| url=http://scienceworld.wolfram.com/biography/Shannon.html | title=Shannon, Claude Elwood (1916–2001) | first=Eric | last=Weisstein | work=World of Scientific Biography | publisher=[[Wolfram Research]] }}</ref><ref>{{cite web | url=http://www.thocp.net/biographies/shannon_claude.htm | title=Claude Shannon – computer science theory | work=www.thocp.net | publisher=The History of Computing Project | access-date=December 9, 2016}}</ref>


=== Hobbies and inventions ===
=== Hobbies and inventions ===
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[[File:Minivac 601.jpg|thumb|The [[Minivac 601]], a digital computer trainer designed by Shannon]]
[[File:Minivac 601.jpg|thumb|The [[Minivac 601]], a digital computer trainer designed by Shannon]]


Outside of Shannon's academic pursuits, he was interested in [[juggling]], [[unicycling]], and [[chess]]. He also invented many devices, including a [[Roman numeral]] computer called THROBAC, and [[robot juggling|juggling machines]].<ref>{{cite web| url=https://webmuseum.mit.edu/detail.php?module=people&type=related&kv=12372 | title=People: Shannon, Claude Elwood | publisher=[[MIT Museum]] | access-date=December 9, 2016 }}</ref><ref>{{Cite book |last=Boehm |first=George A. W. |url=https://archive.org/details/sim_computers-and-people_1953-03_2_2/page/n4/ |title=Computers and Automation 1953-03: Vol 2 Iss 2 |date=1953-03-01 |publisher=Berkeley Enterprises |others=Internet Archive |pages=1–4 |language=en |chapter=GYPSY, MODEL VI, CLAUDE SHANNON, NIMWIT, AND THE MOUSE}}</ref> He built a device that could solve the [[Rubik's Cube]] puzzle.<ref name="MIT obituary"/>
Outside of Shannon's academic pursuits, he was interested in [[juggling]], [[unicycling]], and [[chess]]. He also invented many devices, including a [[Roman numeral]] computer called THROBAC, and [[robot juggling|juggling machines]].<ref>{{cite web| url=https://webmuseum.mit.edu/detail.php?module=people&type=related&kv=12372 | title=People: Shannon, Claude Elwood | publisher=[[MIT Museum]] | access-date=December 9, 2016 }}</ref><ref>{{Cite book |last=Boehm |first=George A. W. |url=https://archive.org/details/sim_computers-and-people_1953-03_2_2/page/n4/ |title=Computers and Automation 1953-03: Vol 2 Iss 2 |date=1953-03-01 |publisher=Berkeley Enterprises |others=Internet Archive |pages=1–4 |language=en |chapter=GYPSY, MODEL VI, CLAUDE SHANNON, NIMWIT, AND THE MOUSE}}</ref> He built a device that could solve the [[Rubik's Cube]] puzzle.<ref name="MIT obituary" />


Shannon also invented flame-throwing [[trumpet]]s, rocket-powered [[frisbee]]s, and plastic foam [[shoe]]s for navigating a lake, and which to an observer, would appear as if Shannon was walking on water.<ref>{{Cite magazine |last=Cavanaugh |first=Ray |date=2016-04-29 |title=Claude Shannon: The Juggling Unicyclist Who Pedaled Us Into the Digital Age |url=https://time.com/4311107/claude-shannon-100-years/ |access-date=2024-10-15 |magazine=[[Time (magazine)|Time]]}}</ref>
Shannon also invented flame-throwing [[trumpet]]s, rocket-powered [[frisbee]]s, and plastic foam [[shoe]]s for navigating a lake, by wearing which it would appear to an observer as if Shannon was walking on water.<ref>{{Cite magazine |last=Cavanaugh |first=Ray |date=2016-04-29 |title=Claude Shannon: The Juggling Unicyclist Who Pedaled Us Into the Digital Age |url=https://time.com/4311107/claude-shannon-100-years/ |access-date=2024-10-15 |magazine=[[Time (magazine)|Time]]}}</ref>


Shannon designed the [[Minivac 601]], a [[digital computer]] trainer to teach business people about how computers functioned. It was sold by the [[Scientific Development Corp]] starting in 1961.<ref name="PS6110">{{cite book|url=https://books.google.com/books?id=XCEDAAAAMBAJ&dq=Minivac+601&pg=PA33|title=Advertisement: Minivac 601|date=October 1961|page=33}}</ref>
Shannon designed the [[Minivac 601]], a [[digital computer]] trainer to teach business people about how computers functioned. It was sold by the [[Scientific Development Corp]] starting in 1961.<ref name="PS6110">{{cite book|url=https://books.google.com/books?id=XCEDAAAAMBAJ&dq=Minivac+601&pg=PA33|title=Advertisement: Minivac 601|date=October 1961|page=33}}</ref>
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===Personal life===
===Personal life===


Shannon married [[Norma Barzman|Norma Levor]], a wealthy, Jewish, left-wing intellectual in January 1940. The marriage ended in divorce a year later. Levor later married [[Ben Barzman]].<ref name=SoniGoodman>{{cite book  
Shannon married [[Norma Barzman|Norma Levor]], a wealthy, Jewish, left-wing intellectual in January 1940. The marriage ended in divorce a year later. Levor later married [[Ben Barzman]].<ref name="SoniGoodman">{{cite book  
| author = Jimmy Soni
| author = Jimmy Soni
| author2 = Rob Goodman
| author2 = Rob Goodman
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}}</ref>
}}</ref>


Shannon met his second wife, [[Betty Shannon|Mary Elizabeth Moore]] (Betty), when she was a numerical analyst at Bell Labs. They were married in 1949.<ref name=SW /> Betty assisted Claude in building some of his most famous inventions.<ref>{{Cite news|url=https://blogs.scientificamerican.com/observations/betty-shannon-unsung-mathematical-genius/|title=Betty Shannon, Unsung Mathematical Genius|work=Scientific American Blog Network|access-date=2017-07-26|language=en}}</ref>  They had three children.<ref>{{cite web |last1=Horgan |first1=John |title=Claude Shannon: Tinkerer, Prankster, and Father of Information Theory |url=https://spectrum.ieee.org/claude-shannon-tinkerer-prankster-and-father-of-information-theory |website=IEEE Spectrum |date=April 27, 2016 |access-date=19 June 2020}}</ref>
Shannon met his second wife, [[Betty Shannon|Mary Elizabeth Moore]] (Betty), when she was a numerical analyst at Bell Labs. They were married in 1949.<ref name="SW" /> Betty assisted Claude in building some of his most famous inventions.<ref>{{Cite news|url=https://blogs.scientificamerican.com/observations/betty-shannon-unsung-mathematical-genius/|title=Betty Shannon, Unsung Mathematical Genius|work=Scientific American Blog Network|access-date=2017-07-26|language=en}}</ref>  They had three children.<ref>{{cite web |last1=Horgan |first1=John |title=Claude Shannon: Tinkerer, Prankster, and Father of Information Theory |url=https://spectrum.ieee.org/claude-shannon-tinkerer-prankster-and-father-of-information-theory |website=IEEE Spectrum |date=April 27, 2016 |access-date=19 June 2020}}</ref>


Shannon presented himself as [[Apoliticism|apolitical]] and an [[Atheism|atheist]].<ref>{{cite book|title=Fortune's Formula: The Untold Story of the Scientific Betting System|year=2010|publisher=Macmillan|isbn=978-0-374-70708-8|page=18|author=William Poundstone|quote=Shannon described himself as an atheist and was outwardly apolitical.}}<!--|access-date=July 13, 2013--></ref>
Shannon presented himself as [[Apoliticism|apolitical]] and an [[Atheism|atheist]].<ref>{{cite book|title=Fortune's Formula: The Untold Story of the Scientific Betting System|year=2010|publisher=Macmillan|isbn=978-0-374-70708-8|page=18|author=William Poundstone|quote=Shannon described himself as an atheist and was outwardly apolitical.}}<!--|access-date=July 13, 2013--></ref>
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In June 1954, Shannon was listed as one of the top 20 most important scientists in America by ''[[Fortune (magazine)|Fortune]]''.<ref name="Soni Goodman 2017 p. 62">{{cite book |last1=Soni |first1=J. |url=https://books.google.com/books?id=gygsDwAAQBAJ&pg=PA188 |title=A Mind at Play: How Claude Shannon Invented the Information Age |last2=Goodman |first2=R. |publisher=Simon & Schuster |year=2017 |isbn=978-1-4767-6668-3 |page=188 |access-date=}}</ref> In 2013, information theory was listed as one of the top 10 revolutionary scientific theories by ''[[Science News]]''.<ref>{{Cite news |last=Siegfried |first=Tom |date=2013-11-13 |title=Top 10 revolutionary scientific theories |url=https://www.sciencenews.org/blog/context/top-10-revolutionary-scientific-theories |access-date=2024-11-05 |work=[[Science News]]}}</ref>
In June 1954, Shannon was listed as one of the top 20 most important scientists in America by ''[[Fortune (magazine)|Fortune]]''.<ref name="Soni Goodman 2017 p. 62">{{cite book |last1=Soni |first1=J. |url=https://books.google.com/books?id=gygsDwAAQBAJ&pg=PA188 |title=A Mind at Play: How Claude Shannon Invented the Information Age |last2=Goodman |first2=R. |publisher=Simon & Schuster |year=2017 |isbn=978-1-4767-6668-3 |page=188 |access-date=}}</ref> In 2013, information theory was listed as one of the top 10 revolutionary scientific theories by ''[[Science News]]''.<ref>{{Cite news |last=Siegfried |first=Tom |date=2013-11-13 |title=Top 10 revolutionary scientific theories |url=https://www.sciencenews.org/blog/context/top-10-revolutionary-scientific-theories |access-date=2024-11-05 |work=[[Science News]]}}</ref>


According to [[Neil Sloane]], an [[AT&T Fellow]] who co-edited Shannon's large collection of papers in 1993, the perspective introduced by Shannon's communication theory (now called "information theory") is the foundation of the [[Digital Revolution|digital revolution]], and every device containing a [[microprocessor]] or [[microcontroller]] is a conceptual descendant of Shannon's publication in 1948:<ref name="shannon paper">{{cite journal|doi=10.1002/j.1538-7305.1948.tb01338.x|title=A mathematical theory of communication|year=1948|pages=379–423, 623–656|last1=Shannon|first1=C. E.|journal=Bell System Technical Journal|volume=27|issue=3}}</ref> "He's one of the great men of the century. Without him, none of the things we know today would exist. The whole digital revolution started with him."<ref name="star ledger">{{cite news|title=Bell Labs digital guru dead at 84— Pioneer scientist led high-tech revolution|newspaper=The Star-Ledger|first=Kevin|last=Coughlin|date=February 27, 2001}}</ref> The [[cryptocurrency]] unit [[shannon (unit)|shannon]] (a synonym for gwei) is named after him.<ref>{{Cite web|url=https://www.investopedia.com/terms/g/gwei-ethereum.asp|title=Gwei|website=Investopedia}}</ref>
According to [[Neil Sloane]], an [[AT&T Fellow]] who co-edited Shannon's large collection of papers in 1993, the perspective introduced by Shannon's communication theory (now called "information theory") is the foundation of the [[Digital Revolution|digital revolution]], and every device containing a [[microprocessor]] or [[microcontroller]] is a conceptual descendant of Shannon's publication in 1948:<ref name="shannon paper">{{cite journal|doi=10.1002/j.1538-7305.1948.tb01338.x|title=A mathematical theory of communication|year=1948|pages=379–423, 623–656|last1=Shannon|first1=C. E.|journal=Bell System Technical Journal|volume=27|issue=3 |bibcode=1948BSTJ...27..379S }}</ref> "He's one of the great men of the century. Without him, none of the things we know today would exist. The whole digital revolution started with him."<ref name="star ledger">{{cite news|title=Bell Labs digital guru dead at 84— Pioneer scientist led high-tech revolution|newspaper=The Star-Ledger|first=Kevin|last=Coughlin|date=February 27, 2001}}</ref> The [[cryptocurrency]] unit [[shannon (unit)|shannon]] (a synonym for gwei) is named after him.<ref>{{Cite web|url=https://www.investopedia.com/terms/g/gwei-ethereum.asp|title=Gwei|website=Investopedia}}</ref>


Shannon is credited by many as single-handedly creating information theory and for laying the foundations for the [[Information Age|Digital Age]].<ref>{{Cite web |date=2001-03-12 |title=Claude Shannon |url=https://www.telegraph.co.uk/news/obituaries/1326008/Claude-Shannon.html |access-date=2024-01-11 |website=The Telegraph |language=en}}</ref><ref>{{Cite journal |last1=Calderbank |first1=Robert |last2=Sloane |first2=Neil J. A. |date=2001-04-12 |title=Claude Shannon (1916–2001) |url=https://www.nature.com/articles/35071223 |journal=Nature |language=en |volume=410 |issue=6830 |pages=768 |doi=10.1038/35071223 |pmid=11298432 |issn=1476-4687}}</ref><ref name=":11">{{Cite journal |last=Gallager |first=Robert G. |date=2001 |title=Claude E. Shannon: A Retrospective on His Life, Work, and Impact |url=https://mast.queensu.ca/~math474/gallager-on-shannon-it2001.pdf |journal=IEEE Transactions on Information Theory |volume=47 |issue=7|pages=2681–2695 |doi=10.1109/18.959253 }}</ref><ref name=":6">{{Cite thesis |last=Guizzo |first=Erico Marui |date=2003 |title=The Essential Message: Claude Shannon and the Making of Information Theory |url=https://dspace.mit.edu/handle/1721.1/39429 |access-date=11 January 2024 |degree=Master's |publisher=University of Sao Paulo|hdl=1721.1/39429 }}</ref><ref>{{Cite web |last=Collins |first=Graham P. |date=2002-10-14 |title=Claude E. Shannon: Founder of Information Theory |url=https://www.scientificamerican.com/article/claude-e-shannon-founder/ |access-date=2024-01-11 |website=Scientific American |language=en}}</ref><ref name=":1" />
Shannon is credited by many as single-handedly creating information theory and for laying the foundations for the [[Information Age|Digital Age]].<ref>{{Cite web |date=2001-03-12 |title=Claude Shannon |url=https://www.telegraph.co.uk/news/obituaries/1326008/Claude-Shannon.html |access-date=2024-01-11 |website=The Telegraph |language=en}}</ref><ref>{{Cite journal |last1=Calderbank |first1=Robert |last2=Sloane |first2=Neil J. A. |date=2001-04-12 |title=Claude Shannon (1916–2001) |url=https://www.nature.com/articles/35071223 |journal=Nature |language=en |volume=410 |issue=6830 |pages=768 |doi=10.1038/35071223 |pmid=11298432 |issn=1476-4687}}</ref><ref name=":11">{{Cite journal |last=Gallager |first=Robert G. |date=2001 |title=Claude E. Shannon: A Retrospective on His Life, Work, and Impact |url=https://mast.queensu.ca/~math474/gallager-on-shannon-it2001.pdf |journal=IEEE Transactions on Information Theory |volume=47 |issue=7|pages=2681–2695 |doi=10.1109/18.959253 |bibcode=2001ITIT...47.2681G }}</ref><ref name=":6">{{Cite thesis |last=Guizzo |first=Erico Marui |date=2003 |title=The Essential Message: Claude Shannon and the Making of Information Theory |url=https://dspace.mit.edu/handle/1721.1/39429 |access-date=11 January 2024 |degree=Master's |publisher=University of Sao Paulo|hdl=1721.1/39429 }}</ref><ref>{{Cite web |last=Collins |first=Graham P. |date=2002-10-14 |title=Claude E. Shannon: Founder of Information Theory |url=https://www.scientificamerican.com/article/claude-e-shannon-founder/ |access-date=2024-01-11 |website=Scientific American |language=en}}</ref><ref name=":1" />


His achievements are considered to be on par with those of [[Albert Einstein]], [[Isaac Newton|Sir Isaac Newton]], and [[Charles Darwin]].<ref name=":5" /><ref name="Fortune2" /><ref name=":2" /><ref name=":14">{{Cite journal |last=Rutledge |first=Tom |date=2017-08-16 |title=The Man Who Invented Information Theory |url=https://www.bostonreview.net/articles/just-add-meaning-claude-shannons-information-theory-rubric-good-communication/ |journal=Boston Review |access-date=2023-10-31}}</ref>
His achievements are considered to be on par with those of [[Albert Einstein]], [[Isaac Newton|Sir Isaac Newton]], and [[Charles Darwin]].<ref name=":5" /><ref name="Fortune2" /><ref name=":2" /><ref name=":14">{{Cite journal |last=Rutledge |first=Tom |date=2017-08-16 |title=The Man Who Invented Information Theory |url=https://www.bostonreview.net/articles/just-add-meaning-claude-shannons-information-theory-rubric-good-communication/ |journal=Boston Review |access-date=2023-10-31}}</ref>
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The artificial intelligence [[large language model]] family [[Claude (language model)]] was named in Shannon's honor.<ref>{{Cite news |last=Roose |first=Kevin |date=2023-07-11 |title=Inside the White-Hot Center of A.I. Doomerism |url=https://www.nytimes.com/2023/07/11/technology/anthropic-ai-claude-chatbot.html |access-date=2025-03-01 |work=The New York Times |language=en-US |issn=0362-4331}}</ref>
The artificial intelligence [[large language model]] family [[Claude (language model)]] was named in Shannon's honor.<ref>{{Cite news |last=Roose |first=Kevin |date=2023-07-11 |title=Inside the White-Hot Center of A.I. Doomerism |url=https://www.nytimes.com/2023/07/11/technology/anthropic-ai-claude-chatbot.html |access-date=2025-03-01 |work=The New York Times |language=en-US |issn=0362-4331}}</ref>


''[[A Mind at Play]]'', a biography of Shannon written by [[Jimmy Soni]] and Rob Goodman, was published in 2017.<ref>{{cite news | url = https://www.wsj.com/articles/the-elegance-of-ones-and-zeroes-1500667513 | title =  The Elegance of Ones and Zeroes | date= 21 July 2017 | access-date = 15 August 2017 | newspaper = Wall Street Journal | author = George Dyson }}</ref> They described Shannon as "the most important genius you’ve never heard of, a man whose intellect was on par with [[Albert Einstein]] and [[Isaac Newton]]".<ref>{{Cite web |last1=Soni |first1=Jimmy |last2=Goodman |first2=Rob |date=2017-08-01 |title=10,000 Hours With Claude Shannon: How a Genius Thinks, Works and Lives |url=https://observer.com/2017/08/10000-hours-with-claude-shannon-how-genius-thinks-works-lives-a-mind-at-play-bell-labs/ |access-date=2023-10-31 |website=Observer}}</ref> Consultant and writer Tom Rutledge, writing for [[Boston Review]], stated that "Of the computer pioneers who drove the mid-20th-century information technology revolution—an elite men’s club of scholar-engineers who also helped crack Nazi codes and pinpoint missile trajectories—Shannon may have been the most brilliant of them all."<ref name=":14" /> Electrical engineer [[Robert G. Gallager|Robert Gallager]] stated about Shannon that "He had this amazing clarity of vision. Einstein had it, too – this ability to take on a complicated problem and find the right way to look at it, so that things become very simple."<ref name=":15" /> In an obituary by Neil Sloane and [[Robert Calderbank]], they stated that "Shannon must rank near the top of the list of major figures of twentieth century science".<ref>{{Cite journal |last1=Calderbank |first1=Robert |last2=Sloane |first2=Neil J. A. |date=2001 |title=Claude Shannon (1916–2001) |url=https://www.nature.com/articles/35071223 |journal=Nature |language=en |volume=410 |issue=6830 |pages=768 |doi=10.1038/35071223 |pmid=11298432 |issn=0028-0836}}</ref> Due to his work in multiple fields, Shannon is also regarded as a [[polymath]].<ref>{{Cite web |last1=Goodman |first1=Rob |last2=Soni |first2=Jimmy |date=2017-08-30 |title=How a polymath transformed our understanding of information |url=https://aeon.co/essays/how-a-polymath-transformed-our-understanding-of-information |access-date=2024-11-07 |website=Aeon |language=en}}</ref><ref>{{Cite book |last=Guldi |first=Jo |title=The Dangerous Art of Text Mining: A Methodology for Digital History |date=2023 |publisher=[[Cambridge University Press]] |isbn=978-1-009-26298-9 |location=Cambridge |pages=144–145 |language=en}}</ref>
''[[A Mind at Play]]'', a biography of Shannon written by [[Jimmy Soni]] and Rob Goodman, was published in 2017.<ref>{{cite news | url = https://www.wsj.com/articles/the-elegance-of-ones-and-zeroes-1500667513 | title =  The Elegance of Ones and Zeroes | date= 21 July 2017 | access-date = 15 August 2017 | newspaper = Wall Street Journal | author = George Dyson }}</ref> They described Shannon as "the most important genius you’ve never heard of, a man whose intellect was on par with [[Albert Einstein]] and [[Isaac Newton]]".<ref>{{Cite web |last1=Soni |first1=Jimmy |last2=Goodman |first2=Rob |date=2017-08-01 |title=10,000 Hours With Claude Shannon: How a Genius Thinks, Works and Lives |url=https://observer.com/2017/08/10000-hours-with-claude-shannon-how-genius-thinks-works-lives-a-mind-at-play-bell-labs/ |access-date=2023-10-31 |website=Observer}}</ref> Consultant and writer Tom Rutledge, writing for [[Boston Review]], stated that "Of the computer pioneers who drove the mid-20th-century information technology revolution—an elite men’s club of scholar-engineers who also helped crack Nazi codes and pinpoint missile trajectories—Shannon may have been the most brilliant of them all."<ref name=":14" /> Electrical engineer [[Robert G. Gallager|Robert Gallager]] stated about Shannon that "He had this amazing clarity of vision. Einstein had it, too – this ability to take on a complicated problem and find the right way to look at it, so that things become very simple."<ref name=":15" /> In an obituary by Neil Sloane and [[Robert Calderbank]], they stated that "Shannon must rank near the top of the list of major figures of twentieth century science".<ref>{{Cite journal |last1=Calderbank |first1=Robert |last2=Sloane |first2=Neil J. A. |date=2001 |title=Claude Shannon (1916–2001) |url=https://www.nature.com/articles/35071223 |journal=Nature |language=en |volume=410 |issue=6830 |pages=768 |doi=10.1038/35071223 |pmid=11298432 |issn=0028-0836}}</ref> Due to his work in multiple fields, Shannon is also regarded as a [[polymath]].<ref>{{Cite web |last1=Goodman |first1=Rob |last2=Soni |first2=Jimmy |date=2017-08-30 |title=How a polymath transformed our understanding of information |url=https://aeon.co/essays/how-a-polymath-transformed-our-understanding-of-information |access-date=2024-11-07 |website=Aeon |language=en}}</ref><ref>{{Cite book |last=Guldi |first=Jo |url=https://books.google.com/books?id=Ec3XEAAAQBAJ&pg=PA144 |title=The Dangerous Art of Text Mining: A Methodology for Digital History |date=2023 |publisher=[[Cambridge University Press]] |isbn=978-1-009-26298-9 |location=Cambridge |pages=144–145 |language=en}}</ref>


Historian [[James Gleick]] noted the importance of Shannon, stating that "Einstein looms large, and rightly so. But we’re not living in the relativity age, we’re living in the information age. It’s Shannon whose fingerprints are on every electronic device we own, every computer screen we gaze into, every means of digital communication. He’s one of these people who so transform the world that, after the transformation, the old world is forgotten."<ref name=":8" /> Gleick further noted that "he created a whole field from scratch, from the brow of [[Zeus]]".<ref name=":8" />
Historian [[James Gleick]] noted the importance of Shannon, stating that "Einstein looms large, and rightly so. But we’re not living in the relativity age, we’re living in the information age. It’s Shannon whose fingerprints are on every electronic device we own, every computer screen we gaze into, every means of digital communication. He’s one of these people who so transform the world that, after the transformation, the old world is forgotten."<ref name=":8" /> Gleick further noted that "he created a whole field from scratch, from the brow of [[Zeus]]".<ref name=":8" />
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On April 30, 2016, Shannon was honored with a [[Google Doodle]] to celebrate his life on what would have been his 100th birthday.<ref>[https://doodles.google/doodle/claude-shannons-100th-birthday/ Claude Shannon’s 100th birthday] Google, 2016</ref><ref name="Time">{{cite magazine|author1=Katie Reilly|title=Google Doodle Honors Mathematician-Juggler Claude Shannon|url=https://time.com/4313341/google-doodle-claude-shannon/|magazine=Time|date=April 30, 2016}}</ref><ref name="Tech Times">{{cite news|author1=Menchie Mendoza|title=Google Doodle Celebrates 100th Birthday Of Claude Shannon, Father Of Information Theory|url=http://www.techtimes.com/articles/155386/20160502/google-doodle-celebrates-100th-birthday-of-claude-shannon-father-of-information-theory.htm|publisher=Tech Times|date=2 May 2016}}</ref><ref name="Fortune (magazine)">{{cite magazine|author1=David Z. Morris|title=Google Celebrates 100th Birthday of Claude Shannon, the Inventor of the Bit|url=http://fortune.com/2016/04/30/google-claude-shannon-bit-inventor/|magazine=[[Fortune (magazine)|Fortune]]|date=April 30, 2016}}</ref>
On April 30, 2016, Shannon was honored with a [[Google Doodle]] to celebrate his life on what would have been his 100th birthday.<ref>[https://doodles.google/doodle/claude-shannons-100th-birthday/ Claude Shannon’s 100th birthday] Google, 2016</ref><ref name="Time">{{cite magazine|author1=Katie Reilly|title=Google Doodle Honors Mathematician-Juggler Claude Shannon|url=https://time.com/4313341/google-doodle-claude-shannon/|magazine=Time|date=April 30, 2016}}</ref><ref name="Tech Times">{{cite news|author1=Menchie Mendoza|title=Google Doodle Celebrates 100th Birthday Of Claude Shannon, Father Of Information Theory|url=http://www.techtimes.com/articles/155386/20160502/google-doodle-celebrates-100th-birthday-of-claude-shannon-father-of-information-theory.htm|publisher=Tech Times|date=2 May 2016}}</ref><ref name="Fortune (magazine)">{{cite magazine|author1=David Z. Morris|title=Google Celebrates 100th Birthday of Claude Shannon, the Inventor of the Bit|url=http://fortune.com/2016/04/30/google-claude-shannon-bit-inventor/|magazine=[[Fortune (magazine)|Fortune]]|date=April 30, 2016}}</ref>


''[[The Bit Player]]'', a feature film about Shannon directed by [[Mark Levinson (film director)|Mark Levinson]] premiered at the [[World Science Festival]] in 2019.<ref name="physicstoday">{{cite journal |last1=Feder |first1=Toni |title=Review: The Bit Player, an homage to Claude Shannon |url=https://physicstoday.scitation.org/do/10.1063/PT.6.3.20190719a/full/ |journal=[[Physics Today]] | date = July 19, 2019 |issue=7 |page=5159 |doi=10.1063/PT.6.3.20190719a |bibcode=2019PhT..2019g5159F |s2cid=243548904 |access-date=3 August 2019}}</ref> Drawn from interviews conducted with Shannon in his house in the 1980s, the film was released on Amazon Prime in August 2020.
''[[The Bit Player]]'', a feature film about Shannon directed by [[Mark Levinson (film director)|Mark Levinson]] premiered at the [[World Science Festival]] in 2019.<ref name="physicstoday">{{cite journal |last1=Feder |first1=Toni |title=Review: The Bit Player, an homage to Claude Shannon |url=https://physicstoday.scitation.org/do/10.1063/PT.6.3.20190719a/full/ |journal=[[Physics Today]] | date = July 19, 2019 |issue=7 |article-number=5159 |doi=10.1063/PT.6.3.20190719a |bibcode=2019PhT..2019g5159F |s2cid=243548904 |access-date=3 August 2019}}</ref> Drawn from interviews conducted with Shannon in his house in the 1980s, the film was released on Amazon Prime in August 2020.


==''The Mathematical Theory of Communication''==
==''The Mathematical Theory of Communication''==


=== Weaver's Contribution ===
=== Weaver's Contribution ===
Shannon's ''The Mathematical Theory of Communication,''<ref name=":0">{{Cite book |last=Shannon |first=Claude Elwood |url=https://www.worldcat.org/oclc/40716662 |title=The mathematical theory of communication |date=1998 |publisher=University of Illinois Press |others=Warren Weaver |isbn=0-252-72546-8 |location=Urbana |oclc=40716662}}</ref> begins with an interpretation of his own work by [[Warren Weaver]]. Although Shannon's entire work is about communication itself, Warren Weaver communicated his ideas in such a way that those not acclimated to complex theory and mathematics could comprehend the fundamental laws he put forth. The coupling of their unique communicational abilities and ideas generated the [[Shannon–Weaver model|Shannon-Weaver model]], although the mathematical and theoretical underpinnings emanate entirely from Shannon's work after Weaver's introduction. For the layman, Weaver's introduction better communicates ''The Mathematical Theory of Communication'',<ref name=":0" /> but Shannon's subsequent logic, mathematics, and expressive precision was responsible for defining the problem itself.
Shannon's ''The Mathematical Theory of Communication,''<ref name=":0">{{Cite book |last=Shannon |first=Claude Elwood |title=The mathematical theory of communication |date=1998 |publisher=University of Illinois Press |others=Warren Weaver |isbn=0-252-72546-8 |location=Urbana |oclc=40716662}}</ref> begins with an interpretation of his own work by [[Warren Weaver]]. Although Shannon's entire work is about communication itself, Warren Weaver communicated his ideas in such a way that those not acclimated to complex theory and mathematics could comprehend the fundamental laws he put forth. The coupling of their unique communicational abilities and ideas generated the [[Shannon–Weaver model|Shannon-Weaver model]], although the mathematical and theoretical underpinnings emanate entirely from Shannon's work after Weaver's introduction. For the layman, Weaver's introduction better communicates ''The Mathematical Theory of Communication'',<ref name=":0" /> but Shannon's subsequent logic, mathematics, and expressive precision was responsible for defining the problem itself.


==Other work==
==Other work==
[[File:Shannon and mouse.png|thumb|Shannon and his [[electromechanical]] mouse ''Theseus'' (named after [[Theseus]] from Greek mythology) which he tried to have solve the maze in one of the first experiments in [[artificial intelligence]]]]
[[File:Theseus Maze by Claude Shannon, 1952 - MIT Museum - DSC03702.JPG|thumb|Theseus Maze in MIT Museum]]
===Shannon's mouse===
"Theseus", created in 1950, was a mechanical mouse controlled by an electromechanical relay circuit that enabled it to move around a [[maze|labyrinth]] of 25 squares.<ref name="Bell Labs acknowledgement">{{cite web |title=Bell Labs Advances Intelligent Networks |url=http://www.alcatel-lucent.com/wps/portal/!ut/p/kcxml/04_Sj9SPykssy0xPLMnMz0vM0Y_QjzKLd4w39w3RL8h2VAQAGOJBYA!!?LMSG_CABINET=Bell_Labs&LMSG_CONTENT_FILE=News_Features/News_Feature_Detail_000025 |url-status=dead |archive-url=https://web.archive.org/web/20120722011711/http://www.alcatel-lucent.com/wps/portal/%21ut/p/kcxml/04_Sj9SPykssy0xPLMnMz0vM0Y_QjzKLd4w39w3RL8h2VAQAGOJBYA%21%21?LMSG_CABINET=Bell_Labs&LMSG_CONTENT_FILE=News_Features%2FNews_Feature_Detail_000025 |archive-date=July 22, 2012}}</ref> The maze configuration was flexible and it could be modified arbitrarily by rearranging movable partitions.<ref name="Bell Labs acknowledgement" /> The mouse was designed to search through the corridors until it found the target. Having travelled through the maze, the mouse could then be placed anywhere it had been before, and because of its prior experience it could go directly to the target. If placed in unfamiliar territory, it was programmed to search until it reached a known location and then it would proceed to the target, adding the new knowledge to its memory and learning new behavior.<ref name="Bell Labs acknowledgement" /> Shannon's mouse appears to have been the first artificial learning device of its kind.<ref name="Bell Labs acknowledgement" />
===Shannon's estimate for the complexity of chess===
===Shannon's estimate for the complexity of chess===
{{Main|Shannon number}}
{{Main|Shannon number}}
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Claude Elwood Shannon (April 30, 1916 – February 24, 2001) was an American mathematician, electrical engineer, computer scientist, cryptographer and inventor known as the "father of information theory" and the man who laid the foundations of the Information Age.[1][2][3]

Shannon was the first to describe the use of Boolean algebra—essential to all digital electronic circuits—and helped found artificial intelligence (AI).[4][5][6] Roboticist Rodney Brooks declared Shannon the 20th century engineer who contributed the most to 21st century technologies,[7] and mathematician Solomon W. Golomb described his intellectual achievement as "one of the greatest of the twentieth century".[8]

At the University of Michigan, Shannon dual-degreed, graduating with a Bachelor of Science in electrical engineering and another in mathematics, both in 1936. As a 21-year-old master's degree student in electrical engineering at MIT, his 1937 thesis, "A Symbolic Analysis of Relay and Switching Circuits", demonstrated that electrical applications of Boolean algebra could construct any logical numerical relationship,[9] thereby establishing the theory behind digital computing and digital circuits.[10] Called by some the most important master's thesis of all time,[9] it is the "birth certificate of the digital revolution",[11] and started him in a lifetime of work that led him to win a Kyoto Prize in 1985.[12] He graduated from MIT in 1940 with a PhD in mathematics;[13] his thesis focusing on genetics contained important results, while initially going unpublished.[14]

Shannon contributed to the field of cryptanalysis for national defense of the United States during World War II, including his fundamental work on codebreaking and secure telecommunications, writing a paper which is considered one of the foundational pieces of modern cryptography,[15] with his work described as "a turning point, and marked the closure of classical cryptography and the beginning of modern cryptography".[16] His work was foundational for symmetric-key cryptography, including the work of Horst Feistel, the Data Encryption Standard (DES), and the Advanced Encryption Standard (AES).[16] As a result, Shannon has been called the "founding father of modern cryptography".[17]

His 1948 paper "A Mathematical Theory of Communication" laid the foundations for the field of information theory,[18][13] referred to as a "blueprint for the digital era" by electrical engineer Robert G. Gallager[19] and "the Magna Carta of the Information Age" by Scientific American.[20][21] Golomb compared Shannon's influence on the digital age to that which "the inventor of the alphabet has had on literature".[18] Advancements across multiple scientific disciplines utilized Shannon's theory—including the invention of the compact disc, the development of the Internet, the commercialization of mobile telephony, and the understanding of black holes.[22][23] He also formally introduced the term "bit",[24][2] and was a co-inventor of both pulse-code modulation and the first wearable computer. He also invented the signal-flow graph.

Shannon made numerous contributions to the field of artificial intelligence,[4] including co-organizing the 1956 Dartmouth workshop considered to be the discipline's founding event,[25][26] and papers on the programming of chess computers.[27][28] His Theseus machine was the first electrical device to learn by trial and error, being one of the first examples of artificial intelligence.[7][29]

Biography

Childhood

The Shannon family lived in Gaylord, Michigan, and Claude was born in a hospital in nearby Petoskey.[5] His father, Claude Sr. (1862–1934), was a businessman and, for a while, a judge of probate in Gaylord. His mother, Mabel Wolf Shannon (1880–1945), was a language teacher, who also served as the principal of Gaylord High School.Template:Sfnp Claude Sr. was a descendant of New Jersey settlers, while Mabel was a child of German immigrants.[5] Shannon's family was active in their Methodist Church during his youth.[30]

Most of the first 16 years of Shannon's life were spent in Gaylord, where he attended public school, graduating from Gaylord High School in 1932. Shannon showed an inclination towards mechanical and electrical things. His best subjects were science and mathematics. At home, he constructed such devices as models of planes, a radio-controlled model boat and a barbed-wire telegraph system to a friend's house a half-mile away.[31] While growing up, he also worked as a messenger for the Western Union company.

Shannon's childhood hero was Thomas Edison, whom he later learned was a distant cousin. Both Shannon and Edison were descendants of John Ogden (1609–1682), a colonial leader and an ancestor of many distinguished people.[32][33]

Logic circuits

In 1932, Shannon entered the University of Michigan, where he was introduced to the work of George Boole. He graduated in 1936 with two bachelor's degrees: one in electrical engineering and the other in mathematics.

In 1936, Shannon began his graduate studies in electrical engineering at the Massachusetts Institute of Technology (MIT), where he worked on Vannevar Bush's differential analyzer, which was an early analog computer that was composed of electromechanical parts and could solve differential equations.[34] While studying the complicated ad hoc circuits of this analyzer, Shannon designed switching circuits based on Boole's concepts. In 1937, he wrote his master's degree thesis, A Symbolic Analysis of Relay and Switching Circuits,[35] with a paper from this thesis published in 1938.[35] A revolutionary work for switching circuit theory, in it Shannon diagramed switching circuits that could implement the essential operators of Boolean algebra. Then he proved that his switching circuits could be used to simplify the arrangement of the electromechanical relays that were used during that time in telephone call routing switches. Next, he expanded this concept, proving that these circuits could solve all problems that Boolean algebra could solve. In the last chapter, he presented diagrams of several circuits, including a digital 4-bit full adder.[35] His work differed significantly from the work of previous engineers such as Akira Nakashima, who still relied on the existent circuit theory of the time and took a grounded approach.[36] Shannon's ideas were more abstract and relied on mathematics, thereby breaking new ground with his work, with his approach dominating modern-day electrical engineering.[36]

Using electrical switches to implement logic is the fundamental concept that underlies all electronic digital computers. Shannon's work became the foundation of digital circuit design, as it became widely known in the electrical engineering community during and after World War II. The theoretical rigor of Shannon's work superseded the ad hoc methods that had prevailed previously. In 1987, Howard Gardner hailed Shannon's thesis "possibly the most important, and also the most famous, master's thesis of the century."[37] Herman Goldstine described it in 1972 as "surely ... one of the most important master's theses ever written ... It helped to change digital circuit design from an art to a science."[38] One of the reviewers of his work commented that "To the best of my knowledge, this is the first application of the methods of symbolic logic to so practical an engineering problem. From the point of view of originality I rate the paper as outstanding."[39] Shannon's master's thesis won the 1939 Alfred Noble Prize.

Shannon received his PhD in mathematics from MIT in 1940.[32] Vannevar Bush had suggested that Shannon should work on his dissertation at the Cold Spring Harbor Laboratory, in order to develop a mathematical formulation for Mendelian genetics. This research resulted in Shannon's PhD thesis, called An Algebra for Theoretical Genetics.[40] However, the thesis went unpublished after Shannon lost interest, but it did contain important results.[14] Notably, he was one of the first to apply an algebraic framework to study theoretical population genetics.[41] In addition, Shannon devised a general expression for the distribution of several linked traits in a population after multiple generations under a random mating system, which was original at the time,[42] with the new theorem unworked out by other population geneticists of the time.[43]

In 1940, Shannon became a National Research Fellow at the Institute for Advanced Study in Princeton, New Jersey. In Princeton, Shannon had the opportunity to discuss his ideas with influential scientists and mathematicians such as Hermann Weyl and John von Neumann, and he also had occasional encounters with Albert Einstein and Kurt Gödel. Shannon worked freely across disciplines, and this ability may have contributed to his later development of mathematical information theory.[44]

Wartime research

Shannon had worked at Bell Labs for a few months in the summer of 1937,[45] and returned there to work on fire-control systems and cryptography during World War II, under a contract with section D-2 (Control Systems section) of the National Defense Research Committee (NDRC).

Shannon is credited with the invention of signal-flow graphs, in 1942. He discovered the topological gain formula while investigating the functional operation of an analog computer.[46]

For two months early in 1943, Shannon came into contact with the leading British mathematician Alan Turing. Turing had been posted to Washington to share with the U.S. Navy's cryptanalytic service the methods used by the Government Code and Cypher School at Bletchley Park to break the cyphers used by the Kriegsmarine U-boats in the north Atlantic Ocean.[47] He was also interested in the encipherment of speech and to this end spent time at Bell Labs. Shannon and Turing met at teatime in the cafeteria.[47] Turing showed Shannon his 1936 paper that defined what is now known as the "universal Turing machine".[48][49] This impressed Shannon, as many of its ideas complemented his own.Script error: No such module "Unsubst".

Shannon and his team developed anti-aircraft systems that tracked enemy missiles and planes, while also determining the paths for intercepting missiles.[50]

In 1945, as the war was coming to an end, the NDRC was issuing a summary of technical reports as a last step prior to its eventual closing down. Inside the volume on fire control, a special essay titled Data Smoothing and Prediction in Fire-Control Systems, coauthored by Shannon, Ralph Beebe Blackman, and Hendrik Wade Bode, formally treated the problem of smoothing the data in fire-control by analogy with "the problem of separating a signal from interfering noise in communications systems."[51] In other words, it modeled the problem in terms of data and signal processing and thus heralded the coming of the Information Age.Script error: No such module "Unsubst".

Shannon's work on cryptography was even more closely related to his later publications on communication theory.[52] At the close of the war, he prepared a classified memorandum for Bell Telephone Labs entitled "A Mathematical Theory of Cryptography", dated September 1945. A declassified version of this paper was published in 1949 as "Communication Theory of Secrecy Systems" in the Bell System Technical Journal. This paper incorporated many of the concepts and mathematical formulations that also appeared in his A Mathematical Theory of Communication. Shannon said that his wartime insights into communication theory and cryptography developed simultaneously, and that "they were so close together you couldn't separate them".[53] In a footnote near the beginning of the classified report, Shannon announced his intention to "develop these results … in a forthcoming memorandum on the transmission of information."[54]

While he was at Bell Labs, Shannon proved that the cryptographic one-time pad is unbreakable in his classified research that was later published in 1949. The same article also proved that any unbreakable system must have essentially the same characteristics as the one-time pad: the key must be truly random, as large as the plaintext, never reused in whole or part, and kept secret.[55]

Information theory

In 1948, the promised memorandum appeared as "A Mathematical Theory of Communication", an article in two parts in the July and October issues of the Bell System Technical Journal. This work focuses on the problem of how best to encode the message a sender wants to transmit. Shannon developed information entropy as a measure of the information content in a message, which is a measure of uncertainty reduced by the message. In so doing, he essentially invented the field of information theory.

The book The Mathematical Theory of Communication[56] reprints Shannon's 1948 article and Warren Weaver's popularization of it, which is accessible to the non-specialist. Weaver pointed out that the word "information" in communication theory is not related to what you do say, but to what you could say. That is, information is a measure of one's freedom of choice when one selects a message. Shannon's concepts were also popularized, subject to his own proofreading, in John Robinson Pierce's Symbols, Signals, and Noise.

Information theory's fundamental contribution to natural language processing and computational linguistics was further established in 1951, in his article "Prediction and Entropy of Printed English", showing upper and lower bounds of entropy on the statistics of English – giving a statistical foundation to language analysis. In addition, he proved that treating space as the 27th letter of the alphabet actually lowers uncertainty in written language, providing a clear quantifiable link between cultural practice and probabilistic cognition.

Another notable paper published in 1949 is "Communication Theory of Secrecy Systems", a declassified version of his wartime work on the mathematical theory of cryptography, in which he proved that all theoretically unbreakable cyphers must have the same requirements as the one-time pad. He is credited with the introduction of sampling theorem, which he had derived as early as 1940,[57] and which is concerned with representing a continuous-time signal from a (uniform) discrete set of samples. This theory was essential in enabling telecommunications to move from analog to digital transmissions systems in the 1960s and later. He further wrote a paper in 1956 regarding coding for a noisy channel, which also became a classic paper in the field of information theory.[58] However, also in 1956 he wrote a one-page editorial for the "IRE Transactions on Information Theory" entitled "The Bandwagon" which he began by observing: "Information theory has, in the last few years, become something of a scientific bandwagon" and which he concluded by warning: "Only by maintaining a thoroughly scientific attitude can we achieve real progress in communication theory and consolidate our present position."[59]

Claude Shannon's influence has been immense in the field, for example, in a 1973 collection of the key papers in the field of information theory, he was author or coauthor of 12 of the 49 papers cited, while no one else appeared more than three times.[60] Even beyond his original paper in 1948, he is still regarded as the most important post-1948 contributor to the theory.[60]

In May 1951, Mervin Kelly received a request from the director of the CIA, general Walter Bedell Smith, regarding Shannon and the need for him, as Shannon was regarded as, based on "the best authority", the "most eminently qualified scientist in the particular field concerned".[61] As a result of the request, Shannon became part of the CIA's Special Cryptologic Advisory Group or SCAG.[61]

In his time at Bell Labs, he also co-developed pulse-code modulation alongside Bernard M. Oliver, and John R. Pierce.[62][63]

Artificial Intelligence

File:Shannon and mouse.png
Shannon and his electromechanical mouse Theseus (named after Theseus from Greek mythology) which he tried to have solve the maze in one of the first experiments in artificial intelligence

Theseus, the mouse

In 1950, Shannon designed and built, with the help of his wife, Betty, a learning machine named Theseus. It consisted of a maze on a surface, through which a mechanical mouse could move. Below the surface were sensors (an electromechanical relay circuit)[64] that followed the path of a mechanical mouse through the maze.[29] The mouse was designed to search through the corridors until it found the target.[64] Having travelled through the maze, the mouse could then be placed anywhere it had been before, and because of its prior experience it could go directly to the target. If placed in unfamiliar territory, it was programmed to search until it reached a known location and then it would proceed to the target, adding the new knowledge to its memory and learning new behavior.[64] After much trial and error, this device would learn the shortest path through the maze, and direct the mechanical mouse through the maze.[29] The pattern of the maze could be changed at will,[29] by rearranging movable partitions.[64] Shannon's mouse appears to have been the first artificial learning device of its kind.[64]

File:Theseus Maze by Claude Shannon, 1952 - MIT Museum - DSC03702.JPG
Theseus Maze in MIT Museum

Mazin Gilbert stated that Theseus "inspired the whole field of AI. This random trial and error is the foundation of artificial intelligence."[29]

Other artificial intelligence work

Shannon wrote multiple influential papers on artificial intelligence, such as his 1950 paper titled "Programming a Computer for Playing Chess", and his 1953 paper titled "Computers and Automata".[65] Alongside John McCarthy, he co-edited a book titled Automata Studies, which was published in 1956.[58] The categories in the articles within the volume were influenced by Shannon's own subject headings in his 1953 paper.[58] Shannon shared McCarthy's goal of creating a science of intelligent machines, but also held a broader view of viable approaches in automata studies, such as neural nets, Turing machines, cybernetic mechanisms, and symbolic processing by computer.[58]

Shannon co-organized and participated in the Dartmouth workshop of 1956, alongside John McCarthy, Marvin Minsky and Nathaniel Rochester, and which is considered the founding event of the field of artificial intelligence.[66][26]

Teaching at MIT

In 1956 Shannon joined the MIT faculty, holding an endowed chair. He worked in the Research Laboratory of Electronics (RLE). He continued to serve on the MIT faculty until 1978.

Later life

Shannon developed Alzheimer's disease and spent the last few years of his life in a nursing home; he died in 2001, survived by his wife, a son and daughter, and two granddaughters.[67][68]

Hobbies and inventions

File:Minivac 601.jpg
The Minivac 601, a digital computer trainer designed by Shannon

Outside of Shannon's academic pursuits, he was interested in juggling, unicycling, and chess. He also invented many devices, including a Roman numeral computer called THROBAC, and juggling machines.[69][70] He built a device that could solve the Rubik's Cube puzzle.[32]

Shannon also invented flame-throwing trumpets, rocket-powered frisbees, and plastic foam shoes for navigating a lake, by wearing which it would appear to an observer as if Shannon was walking on water.[71]

Shannon designed the Minivac 601, a digital computer trainer to teach business people about how computers functioned. It was sold by the Scientific Development Corp starting in 1961.[72]

He is further considered the co-inventor of the first wearable computer along with Edward O. Thorp.[73] The device was used to improve the odds when playing roulette.

Personal life

Shannon married Norma Levor, a wealthy, Jewish, left-wing intellectual in January 1940. The marriage ended in divorce a year later. Levor later married Ben Barzman.[74]

Shannon met his second wife, Mary Elizabeth Moore (Betty), when she was a numerical analyst at Bell Labs. They were married in 1949.[67] Betty assisted Claude in building some of his most famous inventions.[75] They had three children.[76]

Shannon presented himself as apolitical and an atheist.[77]

Tributes and legacy

File:AT&T Claude Shannon Statue.jpg
Statue of Claude Shannon at AT&T Shannon Labs

There are six statues of Shannon sculpted by Eugene Daub: one at the University of Michigan; one at MIT in the Laboratory for Information and Decision Systems; one in Gaylord, Michigan; one at the University of California, San Diego; one at Bell Labs; and another at AT&T Shannon Labs.[78] The statue in Gaylord is located in the Claude Shannon Memorial Park.[79] After the breakup of the Bell System, the part of Bell Labs that remained with AT&T Corporation was named Shannon Labs in his honor.

In June 1954, Shannon was listed as one of the top 20 most important scientists in America by Fortune.[80] In 2013, information theory was listed as one of the top 10 revolutionary scientific theories by Science News.[81]

According to Neil Sloane, an AT&T Fellow who co-edited Shannon's large collection of papers in 1993, the perspective introduced by Shannon's communication theory (now called "information theory") is the foundation of the digital revolution, and every device containing a microprocessor or microcontroller is a conceptual descendant of Shannon's publication in 1948:[82] "He's one of the great men of the century. Without him, none of the things we know today would exist. The whole digital revolution started with him."[83] The cryptocurrency unit shannon (a synonym for gwei) is named after him.[84]

Shannon is credited by many as single-handedly creating information theory and for laying the foundations for the Digital Age.[85][86][14][87][88][2]

His achievements are considered to be on par with those of Albert Einstein, Sir Isaac Newton, and Charles Darwin.[1][18][6][89]

The artificial intelligence large language model family Claude (language model) was named in Shannon's honor.[90]

A Mind at Play, a biography of Shannon written by Jimmy Soni and Rob Goodman, was published in 2017.[91] They described Shannon as "the most important genius you’ve never heard of, a man whose intellect was on par with Albert Einstein and Isaac Newton".[92] Consultant and writer Tom Rutledge, writing for Boston Review, stated that "Of the computer pioneers who drove the mid-20th-century information technology revolution—an elite men’s club of scholar-engineers who also helped crack Nazi codes and pinpoint missile trajectories—Shannon may have been the most brilliant of them all."[89] Electrical engineer Robert Gallager stated about Shannon that "He had this amazing clarity of vision. Einstein had it, too – this ability to take on a complicated problem and find the right way to look at it, so that things become very simple."[19] In an obituary by Neil Sloane and Robert Calderbank, they stated that "Shannon must rank near the top of the list of major figures of twentieth century science".[93] Due to his work in multiple fields, Shannon is also regarded as a polymath.[94][95]

Historian James Gleick noted the importance of Shannon, stating that "Einstein looms large, and rightly so. But we’re not living in the relativity age, we’re living in the information age. It’s Shannon whose fingerprints are on every electronic device we own, every computer screen we gaze into, every means of digital communication. He’s one of these people who so transform the world that, after the transformation, the old world is forgotten."[3] Gleick further noted that "he created a whole field from scratch, from the brow of Zeus".[3]

On April 30, 2016, Shannon was honored with a Google Doodle to celebrate his life on what would have been his 100th birthday.[96][97][98][99]

The Bit Player, a feature film about Shannon directed by Mark Levinson premiered at the World Science Festival in 2019.[100] Drawn from interviews conducted with Shannon in his house in the 1980s, the film was released on Amazon Prime in August 2020.

The Mathematical Theory of Communication

Weaver's Contribution

Shannon's The Mathematical Theory of Communication,[56] begins with an interpretation of his own work by Warren Weaver. Although Shannon's entire work is about communication itself, Warren Weaver communicated his ideas in such a way that those not acclimated to complex theory and mathematics could comprehend the fundamental laws he put forth. The coupling of their unique communicational abilities and ideas generated the Shannon-Weaver model, although the mathematical and theoretical underpinnings emanate entirely from Shannon's work after Weaver's introduction. For the layman, Weaver's introduction better communicates The Mathematical Theory of Communication,[56] but Shannon's subsequent logic, mathematics, and expressive precision was responsible for defining the problem itself.

Other work

Shannon's estimate for the complexity of chess

Script error: No such module "Labelled list hatnote". In 1949 Shannon completed a paper (published in March 1950) which estimates the game-tree complexity of chess, which is approximately 10120. This number is now often referred to as the "Shannon number", and is still regarded today as an accurate estimate of the game's complexity. The number is often cited as one of the barriers to solving the game of chess using an exhaustive analysis (i.e. brute force analysis).[101][102]

Shannon's computer chess program

On March 9, 1949, Shannon presented a paper called "Programming a Computer for playing Chess". The paper was presented at the National Institute for Radio Engineers Convention in New York. He described how to program a computer to play chess based on position scoring and move selection. He proposed basic strategies for restricting the number of possibilities to be considered in a game of chess. In March 1950 it was published in Philosophical Magazine, and is considered one of the first articles published on the topic of programming a computer for playing chess, and using a computer to solve the game.[101][103] In 1950, Shannon wrote an article titled "A Chess-Playing Machine",[104] which was published in Scientific American. Both papers have had immense influence and laid the foundations for future chess programs.[27][28]

His process for having the computer decide on which move to make was a minimax procedure, based on an evaluation function of a given chess position. Shannon gave a rough example of an evaluation function in which the value of the black position was subtracted from that of the white position. Material was counted according to the usual chess piece relative value (1 point for a pawn, 3 points for a knight or bishop, 5 points for a rook, and 9 points for a queen).[105] He considered some positional factors, subtracting ½ point for each doubled pawn, backward pawn, and isolated pawn; mobility was incorporated by adding 0.1 point for each legal move available.

Shannon's maxim

Shannon formulated a version of Kerckhoffs' principle as "The enemy knows the system". In this form it is known as "Shannon's maxim".

Miscellaneous

Shannon also contributed to combinatorics and detection theory.[106] His 1948 paper introduced many tools used in combinatorics. He did work on detection theory in 1944, with his work being one of the earliest expositions of the “matched filter” principle.[106]

He was known as a successful investor who gave lectures on investing. A report from Barron's on August 11, 1986, detailed the recent performance of 1,026 mutual funds, and Shannon achieved a higher return than 1,025 of them. Comparing the portfolio of Shannon from the late 1950s to 1986, to Warren Buffett's of 1965 to 1995, Shannon had a return of about 28% percent, compared to 27% for Buffett.Template:Sfn One such method of Shannon's was labeled Shannon's demon, which was to form a portfolio of equal parts cash and a stock, and rebalance regularly to take advantage of the stock's randomly jittering price movements.[107] Shannon reportedly long thought of publishing about investing, but ultimately did not, despite giving multiple lectures.[107] He was one of the first investors to download stock prices, and a snapshot of his portfolio in 1981 was found to be $582,717.50, translating to $1.5 million in 2015, excluding another one of his stocks.[107]

Commemorations

Shannon centenary

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File:Claude Shannon Centenary Logo.jpg
Claude Shannon centenary

The Shannon centenary, 2016, marked the life and influence of Claude Elwood Shannon on the hundredth anniversary of his birth on April 30, 1916. It was inspired in part by the Alan Turing Year. An ad hoc committee of the IEEE Information Theory Society including Christina Fragouli, Rüdiger Urbanke, Michelle Effros, Lav Varshney and Sergio Verdú,[108] coordinated worldwide events. The initiative was announced in the History Panel at the 2015 IEEE Information Theory Workshop Jerusalem[109][110] and the IEEE Information Theory Society newsletter.[111]

A detailed listing of confirmed events was available on the website of the IEEE Information Theory Society.[112]

Some of the activities included:

  • Bell Labs hosted the First Shannon Conference on the Future of the Information Age on April 28–29, 2016, in Murray Hill, New Jersey, to celebrate Claude Shannon and the continued impact of his legacy on society. The event includes keynote speeches by global luminaries and visionaries of the information age who will explore the impact of information theory on society and our digital future, informal recollections, and leading technical presentations on subsequent related work in other areas such as bioinformatics, economic systems, and social networks. There is also a student competition
  • Bell Labs launched a Web exhibit on April 30, 2016, chronicling Shannon's hiring at Bell Labs (under an NDRC contract with US Government), his subsequent work there from 1942 through 1957, and details of Mathematics Department. The exhibit also displayed bios of colleagues and managers during his tenure, as well as original versions of some of the technical memoranda which subsequently became well known in published form.
  • The Republic of Macedonia issued a commemorative stamp.[113] A USPS commemorative stamp is being proposed, with an active petition.[114]
  • A documentary on Claude Shannon and on the impact of information theory, The Bit Player, was produced by Sergio Verdú and Mark Levinson.[115]
  • A trans-Atlantic celebration of both George Boole's bicentenary and Claude Shannon's centenary that is being led by University College Cork and the Massachusetts Institute of Technology. A first event was a workshop in Cork, When Boole Meets Shannon,[116] and will continue with exhibits at the Boston Museum of Science and at the MIT Museum.[117]
  • Many organizations around the world are holding observance events, including the Boston Museum of Science, the Heinz-Nixdorf Museum, the Institute for Advanced Study, Technische Universität Berlin, University of South Australia (UniSA), Unicamp (Universidade Estadual de Campinas), University of Toronto, Chinese University of Hong Kong, Cairo University, Telecom ParisTech, National Technical University of Athens, Indian Institute of Science, Indian Institute of Technology Bombay, Indian Institute of Technology Kanpur, Nanyang Technological University of Singapore, University of Maryland, University of Illinois at Chicago, École Polytechnique Federale de Lausanne, The Pennsylvania State University (Penn State), University of California Los Angeles, Massachusetts Institute of Technology, Chongqing University of Posts and Telecommunications, and University of Illinois at Urbana-Champaign.
  • A logo that appears on this page was crowdsourced on Crowdspring.[118]
  • The Math Encounters presentation of May 4, 2016, at the National Museum of Mathematics in New York, titled Saving Face: Information Tricks for Love and Life, focused on Shannon's work in information theory. A video recording and other material are available.[119]

Awards and honors list

The Claude E. Shannon Award was established in his honor; he was also its first recipient, in 1973.[120][121]

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Selected works

See also

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References

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Further reading

External links

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  28. a b Script error: No such module "citation/CS1".
  29. a b c d e Script error: No such module "Citation/CS1".
  30. Script error: No such module "citation/CS1".
  31. Script error: No such module "Citation/CS1".
  32. a b c Script error: No such module "citation/CS1".
  33. Script error: No such module "citation/CS1".
  34. Script error: No such module "citation/CS1".
  35. a b c Script error: No such module "Citation/CS1".
  36. a b Script error: No such module "Citation/CS1".
  37. Script error: No such module "citation/CS1".
  38. Script error: No such module "citation/CS1".
  39. Template:Cite thesis
  40. Template:Cite thesis — Contains a biography on pp. 64–65.
  41. Script error: No such module "Citation/CS1".
  42. Script error: No such module "Citation/CS1".
  43. Script error: No such module "citation/CS1".
  44. Template:Cite thesis
  45. Script error: No such module "citation/CS1".
  46. Script error: No such module "citation/CS1".
  47. a b Script error: No such module "citation/CS1".
  48. Script error: No such module "citation/CS1".
  49. Script error: No such module "citation/CS1".
  50. Script error: No such module "citation/CS1".
  51. Script error: No such module "citation/CS1".
  52. Script error: No such module "citation/CS1".
  53. quoted in Kahn, The Codebreakers, p. 744.
  54. Quoted in Erico Marui Guizzo, "The Essential Message: Claude Shannon and the Making of Information Theory", Template:Webarchive unpublished MS thesis, Massachusetts Institute of Technology, 2003, p. 21.
  55. Script error: No such module "Citation/CS1".
  56. a b c Script error: No such module "citation/CS1".
  57. Script error: No such module "citation/CS1".
  58. a b c d Script error: No such module "Citation/CS1".
  59. Script error: No such module "Citation/CS1".
  60. a b Script error: No such module "citation/CS1".
  61. a b Script error: No such module "citation/CS1".
  62. Script error: No such module "citation/CS1".
  63. Script error: No such module "citation/CS1".
  64. a b c d e Script error: No such module "citation/CS1".
  65. Script error: No such module "Citation/CS1".
  66. Script error: No such module "Citation/CS1".
  67. a b Script error: No such module "citation/CS1".
  68. Script error: No such module "citation/CS1".
  69. Script error: No such module "citation/CS1".
  70. Script error: No such module "citation/CS1".
  71. Template:Cite magazine
  72. Script error: No such module "citation/CS1".
  73. Script error: No such module "citation/CS1".
  74. Script error: No such module "citation/CS1".
  75. Script error: No such module "citation/CS1".
  76. Script error: No such module "citation/CS1".
  77. Script error: No such module "citation/CS1".
  78. Script error: No such module "citation/CS1".
  79. Script error: No such module "citation/CS1".
  80. Script error: No such module "citation/CS1".
  81. Script error: No such module "citation/CS1".
  82. Script error: No such module "Citation/CS1".
  83. Script error: No such module "citation/CS1".
  84. Script error: No such module "citation/CS1".
  85. Script error: No such module "citation/CS1".
  86. Script error: No such module "Citation/CS1".
  87. Template:Cite thesis
  88. Script error: No such module "citation/CS1".
  89. a b Script error: No such module "Citation/CS1".
  90. Script error: No such module "citation/CS1".
  91. Script error: No such module "citation/CS1".
  92. Script error: No such module "citation/CS1".
  93. Script error: No such module "Citation/CS1".
  94. Script error: No such module "citation/CS1".
  95. Script error: No such module "citation/CS1".
  96. Claude Shannon’s 100th birthday Google, 2016
  97. Template:Cite magazine
  98. Script error: No such module "citation/CS1".
  99. Template:Cite magazine
  100. Script error: No such module "Citation/CS1".
  101. a b Script error: No such module "Citation/CS1".
  102. Script error: No such module "Citation/CS1".
  103. Script error: No such module "citation/CS1".
  104. Script error: No such module "Citation/CS1".
  105. Script error: No such module "citation/CS1".
  106. a b Script error: No such module "Citation/CS1".
  107. a b c Script error: No such module "citation/CS1".
  108. Script error: No such module "citation/CS1".
  109. Script error: No such module "citation/CS1".
  110. Script error: No such module "citation/CS1".
  111. Script error: No such module "citation/CS1".
  112. Script error: No such module "citation/CS1".
  113. Script error: No such module "citation/CS1".
  114. Script error: No such module "citation/CS1".
  115. Script error: No such module "citation/CS1".
  116. Script error: No such module "citation/CS1".
  117. Script error: No such module "citation/CS1".
  118. Script error: No such module "citation/CS1".
  119. Script error: No such module "citation/CS1".
  120. Script error: No such module "citation/CS1".
  121. Template:Cite magazine
  122. Script error: No such module "citation/CS1".
  123. Script error: No such module "citation/CS1".
  124. Script error: No such module "citation/CS1".
  125. Script error: No such module "citation/CS1".
  126. Script error: No such module "citation/CS1".
  127. Script error: No such module "citation/CS1".
  128. Script error: No such module "citation/CS1".
  129. Script error: No such module "citation/CS1".
  130. Script error: No such module "citation/CS1".
  131. Script error: No such module "citation/CS1".
  132. Script error: No such module "citation/CS1".
  133. Script error: No such module "citation/CS1".
  134. Script error: No such module "citation/CS1".
  135. Script error: No such module "citation/CS1".
  136. Script error: No such module "citation/CS1".
  137. Script error: No such module "citation/CS1".