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John Larry Kelly Jr. (December 26, 1923 – March 18, 1965), was an American scientist who worked at
Bell Labs Nokia Bell Labs, originally named Bell Telephone Laboratories (1925–1984), then AT&T Bell Laboratories (1984–1996) and Bell Labs Innovations (1996–2007), is an American industrial research and scientific development company owned by mult ...
. From a "system he'd developed to analyze information transmitted over networks," from Claude Shannon's earlier work on
information theory Information theory is the scientific study of the quantification (science), quantification, computer data storage, storage, and telecommunication, communication of information. The field was originally established by the works of Harry Nyquist a ...
, he is best known for his 1956 work in creating the ''
Kelly criterion In probability theory, the Kelly criterion (or Kelly strategy or Kelly bet), is a formula that determines the optimal theoretical size for a bet. It is valid when the expected returns are known. The Kelly bet size is found by maximizing the expec ...
'' formula. With notable volatility in its sequence of outcomes, the Kelly criterion can be used to estimate what proportion of wealth to risk in a sequence of positive expected value bets to maximize the rate of return."The Man Who Solved the Market", Gregory Zuckerman, 2019 As a substantial warning, the outcome for the Kelly criterion's recommendation on bet-size "relies heavily on the accuracy" of the
statistical probabilities "Statistical Probabilities" is the 133rd episode of the syndicated American science fiction television series '' Star Trek: Deep Space Nine'', the ninth episode of the sixth season. Set in the 24th century, the series follows the adventures on ...
given to a gamble's positive expectations.


Early life

He was born in
Corsicana, Texas Corsicana is a city in Navarro County, Texas, United States. It is located on Interstate 45, 56 miles northeast of Waco, Texas. The population was 23,770 at the 2010 census. It is the county seat of Navarro County, and an important Agri-busines ...
. He spent four years in the US Navy as a pilot during World War II before entering the
University of Texas at Austin The University of Texas at Austin (UT Austin, UT, or Texas) is a public research university in Austin, Texas. It was founded in 1883 and is the oldest institution in the University of Texas System. With 40,916 undergraduate students, 11,075 ...
. He graduated with a PhD in physics in 1953.


Speech synthesis: Enter Hal 9000

In 1961, Kelly and colleagues Carol Lochbaum and Lou Gerstman created one of the most famous moments in the history of Bell Telephone Laboratories by using an
IBM 7094 The IBM 7090 is a second-generation transistorized version of the earlier IBM 709 vacuum tube mainframe computer that was designed for "large-scale scientific and technological applications". The 7090 is the fourth member of the IBM 700/7000 ser ...
computer to synthesize speech. A demonstration by Kelly and Gerstman took place on May 10, 1961, at a meeting in Philadelphia of the
Acoustical Society of America The Acoustical Society of America (ASA) is an international scientific society founded in 1929 dedicated to generating, disseminating and promoting the knowledge of acoustics and its practical applications. The Society is primarily a voluntary orga ...
where a reporter noted that "A machine that talks— and sings— stole the show today as the old Bellevue Stratford vibrated with the speed of sound. The new gadget, a modified mechanical brain, recited passages from Shakespeare and sang musical selections in response to card-punched symbols, which were fed to it." Their voice recorder synthesizer ''
vocoder A vocoder (, a portmanteau of ''voice'' and ''encoder'') is a category of speech coding that analyzes and synthesizes the human voice signal for audio data compression, multiplexing, voice encryption or voice transformation. The vocoder was ...
'' recreated the song ''
Daisy Bell "Daisy Bell (Bicycle Built for Two)" is a song written in 1892 by British songwriter Harry Dacre with the well-known chorus "Daisy, Daisy / Give me your answer, do. / I'm half crazy / all for the love of you", ending with the words "a bicycle bu ...
'', with musical accompaniment from
Max Mathews Max Vernon Mathews (November 13, 1926 in Columbus, Nebraska, USA – April 21, 2011 in San Francisco, CA, USA) was a pioneer of computer music. Biography Mathews studied electrical engineering at the California Institute of Technology and the Ma ...
. Arthur C. Clarke of '' 2001: A Space Odyssey'' fame visited his friend and colleague John Pierce at the Bell Labs Murray Hill facility and heard this remarkable
speech synthesis Speech synthesis is the artificial production of human speech. A computer system used for this purpose is called a speech synthesizer, and can be implemented in software or hardware products. A text-to-speech (TTS) system converts normal languag ...
demonstration. Clarke was so impressed that he used it in one of the climactic scenes of his novel and screenplay for ''2001: A Space Odyssey'',Arthur C. Clarke online Biography
when the
HAL 9000 HAL 9000 is a fictional artificial intelligence character and the main antagonist in Arthur C. Clarke's ''Space Odyssey'' series. First appearing in the 1968 film '' 2001: A Space Odyssey'', HAL ( Heuristically programmed ALgorithmic computer ...
computer sings the same song as it is being disabled by astronaut Dave Bowman.


The Las Vegas connection: Information theory and its applications to Game theory

John Kelly was an associate of
Claude Shannon Claude Elwood Shannon (April 30, 1916 – February 24, 2001) was an American people, American mathematician, electrical engineering, electrical engineer, and cryptography, cryptographer known as a "father of information theory". As a 21-year-o ...
at Bell Labs. Together they developed a
Game theory Game theory is the study of mathematical models of strategic interactions among rational agents. Myerson, Roger B. (1991). ''Game Theory: Analysis of Conflict,'' Harvard University Press, p.&nbs1 Chapter-preview links, ppvii–xi It has appli ...
type method based on the principles of
information theory Information theory is the scientific study of the quantification (science), quantification, computer data storage, storage, and telecommunication, communication of information. The field was originally established by the works of Harry Nyquist a ...
developed by Shannon.John Kelly by William Poundstone website
/ref> It is reported that Shannon and his wife Betty went to
Las Vegas Las Vegas (; Spanish for "The Meadows"), often known simply as Vegas, is the 25th-most populous city in the United States, the most populous city in the state of Nevada, and the county seat of Clark County. The city anchors the Las Vegas ...
with
M.I.T. The Massachusetts Institute of Technology (MIT) is a private land-grant research university in Cambridge, Massachusetts. Established in 1861, MIT has played a key role in the development of modern technology and science, and is one of the m ...
mathematician
Ed Thorp Edward Oakley Thorp (born August 14, 1932) is an American mathematics professor, author, hedge fund manager, and blackjack researcher. He pioneered the modern applications of probability theory, including the harnessing of very small correlatio ...
, and made very successful forays in
roulette Roulette is a casino game named after the French word meaning ''little wheel'' which was likely developed from the Italian game Biribi''.'' In the game, a player may choose to place a bet on a single number, various groupings of numbers, the ...
and
blackjack Blackjack (formerly Black Jack and Vingt-Un) is a casino banking game. The most widely played casino banking game in the world, it uses decks of 52 cards and descends from a global family of casino banking games known as Twenty-One. This fami ...
using this method, later called the
Kelly criterion In probability theory, the Kelly criterion (or Kelly strategy or Kelly bet), is a formula that determines the optimal theoretical size for a bet. It is valid when the expected returns are known. The Kelly bet size is found by maximizing the expec ...
, making a fortune as detailed in the book ''Fortune's Formula'' by
William Poundstone William Poundstone is an American author, columnist, and skeptic. He has written a number of books including the ''Big Secrets'' series and a biography of Carl Sagan. Early life and education Poundstone attended MIT and studied physics. Personal ...
Poundstone, William: ''Fortune's Formula : The Untold Story of the Scientific Betting System That Beat the Casinos and Wall Street''
/ref> and corroborated by the writings of
Elwyn Berlekamp Elwyn Ralph Berlekamp (September 6, 1940 – April 9, 2019) was a professor of mathematics and computer science at the University of California, Berkeley.Contributors, ''IEEE Transactions on Information Theory'' 42, #3 (May 1996), p. 1048. DO10.1 ...
,Elwyn Berlekamp (Kelly's Research Assistant) Bio details
/ref> Kelly's research assistant in 1960 and 1962. Shannon and Thorp also applied the same theory to the stock market with even better results.William Poundstone website
/ref> Over the decades, John Kelly's scientific formula has become a part of mainstream investment theory and the most prominent users, well-known and successful billionaire investors
Warren Buffett Warren Edward Buffett ( ; born August 30, 1930) is an American business magnate, investor, and philanthropist. He is currently the chairman and CEO of Berkshire Hathaway. He is one of the most successful investors in the world and has a net w ...
, Bill Gross and Jim Simons use Kelly methods. Warren Buffett met Thorp the first time in 1968. It's said that Buffett uses a form of the Kelly criterion in deciding how much money to put into various holdings. Mathematician and game theorist
Elwyn Berlekamp Elwyn Ralph Berlekamp (September 6, 1940 – April 9, 2019) was a professor of mathematics and computer science at the University of California, Berkeley.Contributors, ''IEEE Transactions on Information Theory'' 42, #3 (May 1996), p. 1048. DO10.1 ...
, once an assistant to Kelly at Bell Labs, had applied the same logical algorithm for Axcom Trading Advisors, an alternative investment management company that he led after acquiring most of the equity of the co-founder and prior leader, mathematician
James Ax James Burton Ax (10 January 1937 – 11 June 2006) was an American mathematician who made groundbreaking contributions in algebra and number theory using model theory. He shared, with Simon B. Kochen, the seventh Frank Nelson Cole Prize in ...
. Axcom was the outsourced manager for Renaissance Technologies Corp hedge fund flagship, the Medallion Fund. In 1990, Axcom was acquired by its part-owner, fellow mathematician and founder of Renaissance, Jim Simons.


Death

A heavy smoker who could go through six packs of cigarettes a day, Kelly died of a
stroke A stroke is a medical condition in which poor blood flow to the brain causes cell death. There are two main types of stroke: ischemic, due to lack of blood flow, and hemorrhagic, due to bleeding. Both cause parts of the brain to stop functionin ...
on a Manhattan sidewalk at the age of 41 on March 18, 1965.


References


Cited references


General references


Bell Labs Text to Speech Systems

American Scientist online: Bettor Math, article and book review by Elwyn Berlekamp

Elwyn Berlekamp (Kelly's Research Assistant) Bio detailsJohn Kelly and Edward O. Thorp


External links


Kelly criterion
– description of Kelly criterion {{DEFAULTSORT:Kelly, John 1923 births 1965 deaths 20th-century American physicists Scientists at Bell Labs People from Corsicana, Texas University of Texas at Austin College of Natural Sciences alumni