23 results back to index

**
Turing's Vision: The Birth of Computer Science
** by
Chris Bernhardt

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Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Andrew Wiles, British Empire, cellular automata, Claude Shannon: information theory, complexity theory, Conway's Game of Life, discrete time, Douglas Hofstadter, Georg Cantor, Gödel, Escher, Bach, Henri Poincaré, Internet Archive, Jacquard loom, Jacquard loom, John Conway, John von Neumann, Joseph-Marie Jacquard, Norbert Wiener, Paul Erdős, Turing complete, Turing machine, Turing test, Von Neumann architecture

The ACM named the award after Turing because he is considered as one of the founders of computer science. But why? What did he do to help found computer science? The answer is that he wrote a remarkable paper in 1936, when he was just twenty four years old. This paper is Turing’s most important intellectual contribution. However, this paper and its groundbreaking ideas are not widely known. This book is about that paper. The paper has the rather uninviting title, On Computable Numbers, with an Application to the Entscheidungsproblem. But don’t be discouraged by the title, because it contains a wealth of elegant and powerful results. It also contains some remarkably beautiful proofs. Turing wants to show that a leading mathematician’s view of mathematics is wrong. To do this he needs to study computation: What exactly is computation? How can we define it? Are there problems that cannot be solved by computation?

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This idea is then extended to Turing machines: there are some Turing machines that accept their encodings and some that do not, but there is no Turing machine that can distinguish these two classes. This, in turn, leads to the the proofs that certain decision problems are undecidable. In particular, we prove that the halting problem and the acceptance problem are both undecidable. Chapter 8 The title of Turing’s paper is On Computable Numbers, with an Application to the Entscheidungsproblem. The connection to the Entscheidungsproblem has now been explained, but computable numbers have not. In this chapter we explain what these numbers are and the basic result concerning them. The chapter starts with Cantor’s idea of cardinality. We look at some basic, but surprising facts, about infinite cardinal numbers. Cantor’s diagonal and general arguments for showing two sets have different cardinalities are given.

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However, we know that b is not on the list of computable numbers. The only conclusion is that the list of computable numbers is not something that can be constructed by a computer. If the list could be constructed by a computer, then b would be computable and we would have a contradiction. If it is not possible to construct the list by a computer, then there is no contradiction, so that must be the case. The title of Turing’s paper is “On Computable Numbers, with An application to the Entscheidungsproblem.” This title should now make sense. Turing wanted to show that Hilbert’s view of the Entscheidungsproblem was not correct. To recap: He first needed to give a definition of an effective procedure, or algorithm. This he did through his definition of what we now call Turing machines. Then Turing needed to find a problem that could not be answered by an algorithm.

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Algorithms to Live By: The Computer Science of Human Decisions
** by
Brian Christian,
Tom Griffiths

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4chan, Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, algorithmic trading, anthropic principle, asset allocation, autonomous vehicles, Bayesian statistics, Berlin Wall, Bill Duvall, bitcoin, Community Supported Agriculture, complexity theory, constrained optimization, cosmological principle, cryptocurrency, Danny Hillis, David Heinemeier Hansson, delayed gratification, dematerialisation, diversification, Donald Knuth, double helix, Elon Musk, fault tolerance, Fellow of the Royal Society, Firefox, first-price auction, Flash crash, Frederick Winslow Taylor, George Akerlof, global supply chain, Google Chrome, Henri Poincaré, information retrieval, Internet Archive, Jeff Bezos, John Nash: game theory, John von Neumann, knapsack problem, Lao Tzu, Leonard Kleinrock, linear programming, martingale, Nash equilibrium, natural language processing, NP-complete, P = NP, packet switching, Pierre-Simon Laplace, prediction markets, race to the bottom, RAND corporation, RFC: Request For Comment, Robert X Cringely, sealed-bid auction, second-price auction, self-driving car, Silicon Valley, Skype, sorting algorithm, spectrum auction, Steve Jobs, stochastic process, Thomas Bayes, Thomas Malthus, traveling salesman, Turing machine, urban planning, Vickrey auction, Vilfredo Pareto, Walter Mischel, Y Combinator, zero-sum game

“a clever man would put the poison into his own goblet”: The Princess Bride, screenplay by William Goldman; 20th Century Fox, 1987. “anticipating the anticipations of others”: Attributed to Keynes in Gregory Bergman, Isms, Adams Media, 2006. it was the halting problem that inspired Turing: Alan Turing considers the halting problem and proposes the Turing machine in “On Computable Numbers, with an Application to the Entscheidungsproblem” and “On Computable Numbers, with an Application to the Entscheidungsproblem. A Correction.” “poker players call it ‘leveling’”: Dan Smith, personal interview, September 11, 2014. “You don’t have deuce–seven”: This took place at the “Full Tilt Poker Durrrr Million Dollar Challenge,” held at Les Ambassadeurs Club in London, November 17–19, 2009, and was televised on Sky Sports. “only want to play one level above your opponent”: Vanessa Rousso, “Leveling Wars,” https://www.youtube.com/watch?

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Tolins, Jackson, and Jean E. Fox Tree. “Addressee Backchannels Steer Narrative Development.” Journal of Pragmatics 70 (2014): 152–164. Tracy, Brian. Eat That Frog! 21 Great Ways to Stop Procrastinating and Get More Done in Less Time. Oakland, CA: Berrett-Koehler, 2007. Turing, Alan M. “On Computable Numbers, with an Application to the Entscheidungsproblem.” Read November 12, 1936. Proceedings of the London Mathematical Society s2-42, no. 1 (1937): 230–265. ______. “On Computable Numbers, with an Application to the Entscheidungsproblem: A Correction.” Proceedings of the London Mathematical Society s2-43, no. 1 (1938): 544–546. Tversky, Amos, and Ward Edwards. “Information Versus Reward in Binary Choices.” Journal of Experimental Psychology 71 (1966): 680–683. Ulam, Stanislaw M. Adventures of a Mathematician.

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Physics in Mind: A Quantum View of the Brain
** by
Werner Loewenstein

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, complexity theory, dematerialisation, discovery of DNA, Gödel, Escher, Bach, Henri Poincaré, informal economy, information trail, Isaac Newton, Murray Gell-Mann, Necker cube, Norbert Wiener, Richard Feynman, Richard Feynman, stem cell, trade route, Turing machine

Woodbridge, CT: Ox Bow Press. 12. How to Represent the World The Universal Turing Machine Hofstadter, D. R. 1980. Gödel, Escher, Bach: An Eternal Braid. New York: Vintage Books, Random House. Trakhtenbrot, B. A. 1963. Algorithms and Automatic Computing Machines. Boston: D.C. Heath & Co. Turing, A. 1936. On computable numbers, with an application to the Entscheidungsproblem. Proceedings of the London Mathematical Society (2nd Series) 42:230–265. Turing, A. 1937. On computable numbers, with an application to the Entscheidungsproblem: A correction. Proceedings of the London Mathematical Society 43:544–546. Rendering the World by Computer Deutsch, D. 1985. Quantum theory, the Church-Turing principle and the universal quantum computer. Proceedings of the Royal Society of London 400:97–117. Deutsch, D. 1997.

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An unsolvable problem of elementary number theory. American Journal of Mathematics 58:345–363. Gödel, K. 1931. On formally undecidable propositions of Principia Mathematica and related systems I. Monatsschrift für Mathematik und Physik 38:131–198. Prigogine, I. 1980. From Being to Becoming: Time and Complexity in Physical Sciences. San Francisco: Freeman. Turing, A. M. 1936/1937. On computable numbers, with an application to the entscheidungsproblem. Proceedings of the London Mathematical Society Series 2 42:230–265 and 43:544–546. A Note about Reality Carroll, Lewis. (1871) 1982. Through the Looking Glass and What Alice Found There, Chapter VII. New York: Avenel Books. 14. Information Processing in the Brain Cell Organization in the Brain Braak, H. 1976. On the striate area of the human isocortex.

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Geek Sublime: The Beauty of Code, the Code of Beauty
** by
Vikram Chandra

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Apple II, barriers to entry, Berlin Wall, British Empire, business process, conceptual framework, create, read, update, delete, crowdsourcing, don't repeat yourself, Donald Knuth, East Village, European colonialism, finite state, Firefox, Flash crash, glass ceiling, Grace Hopper, haute couture, iterative process, Jaron Lanier, John von Neumann, land reform, London Whale, Norman Mailer, Paul Graham, pink-collar, revision control, Silicon Valley, Silicon Valley ideology, Skype, Steve Jobs, Steve Wozniak, supercomputer in your pocket, theory of mind, Therac-25, Turing machine, wikimedia commons, women in the workforce

Gnoli and Abhinavagupta, The Aesthetic Experience According to Abhinavagupta, XLIX. 30. Muller-Ortega, The Triadic Heart of Śiva, 46. Chapter 10: Application.Restart() 1. Muller-Ortega, “Seal of Sambhu,” 574. 2. “Fwd: Amar Chitra Katha Comics in Samskritam: Participate in Readership Survey—Google Groups.” 3. Singh, “New Life, Old Death for Sanskrit in Uttarakhand.” 4. Toole, Ada, the Enchantress of Numbers, loc. 2867–870. 5. Turing, “On Computable Numbers, with an Application to the Entscheidungs-problem (1936).” 6. Toole, Ada, the Enchantress of Numbers, loc. 2131–133. 7. Gleick, The Information, loc. 2048–052. 8. Cabanne, Dialogues with Marcel Duchamp, 18–19. 9. Fishwick, “Aesthetic Computing.” 10. Hessel, Goodman, and Kotler, “Hacking the President’s DNA.” 11. Kotler, “Synthetic Biology for Dummies, Investors or Both …”; Carlson, “The Pace and Proliferation of Biological Technologies.” 12.

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New York: The Feminist Press at CUNY, 1993. “The International Obfuscated C Code Contest.” Iocc.org. Accessed February 3, 2013. http://www.ioccc.org/. Toole, Betty Alexandra. Ada, the Enchantress of Numbers: Poetical Science. Sausalito: Critical Connection, 2010. Kindle Edition. Torvalds, Linus. “Re: Stable Linux 2.6.25.10.” Gmane.org, July 15, 2008. http://article.gmane.org/gmane.linux.kernel/706950. Turing, Alan. “On Computable Numbers, with an Application to the Entscheidungs-problem (1936).” In The Annotated Turing: A Guided Tour through Alan Turing’s Historic Paper on Computability and the Turing Machine, by Charles Petzold. Indianapolis: Wiley, 2008. Urban, Hugh B. The Economics of Ecstasy: Tantra, Secrecy, and Power in Colonial Bengal. New York: Oxford University Press, 2001. ______. The Power of Tantra: Religion, Sexuality and the Politics of South Asian Studies.

**
How to Create a Mind: The Secret of Human Thought Revealed
** by
Ray Kurzweil

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Albert Michelson, anesthesia awareness, anthropic principle, brain emulation, cellular automata, Claude Shannon: information theory, cloud computing, computer age, Dean Kamen, discovery of DNA, double helix, en.wikipedia.org, epigenetics, George Gilder, Google Earth, Isaac Newton, iterative process, Jacquard loom, Jacquard loom, John von Neumann, Law of Accelerating Returns, linear programming, Loebner Prize, mandelbrot fractal, Norbert Wiener, optical character recognition, pattern recognition, Peter Thiel, Ralph Waldo Emerson, random walk, Ray Kurzweil, reversible computing, selective serotonin reuptake inhibitor (SSRI), self-driving car, speech recognition, Steven Pinker, strong AI, the scientific method, theory of mind, Turing complete, Turing machine, Turing test, Wall-E, Watson beat the top human players on Jeopardy!, X Prize

“Overcoming Artificial Stupidity,” WolframAlpha Blog, April 17, 2012, http://blog.wolframalpha.com/author/stephenwolfram/. Chapter 8: The Mind as Computer 1. Salomon Bochner, A Biographical Memoir of John von Neumann (Washington, DC: National Academy of Sciences, 1958). 2. A. M. Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proceedings of the London Mathematical Society Series 2, vol. 42 (1936–37): 230–65, http://www.comlab.ox.ac.uk/activities/ieg/e-library/sources/tp2-ie.pdf. A. M. Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem: A Correction,” Proceedings of the London Mathematical Society 43 (1938): 544–46. 3. John von Neumann, “First Draft of a Report on the EDVAC,” Moore School of Electrical Engineering, University of Pennsylvania, June 30, 1945. John von Neumann, “A Mathematical Theory of Communication,” Bell System Technical Journal, July and October 1948. 4.

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The Stack: On Software and Sovereignty
** by
Benjamin H. Bratton

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1960s counterculture, 3D printing, 4chan, Ada Lovelace, additive manufacturing, airport security, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, algorithmic trading, Amazon Mechanical Turk, Amazon Web Services, augmented reality, autonomous vehicles, basic income, Benevolent Dictator For Life (BDFL), Berlin Wall, bioinformatics, bitcoin, blockchain, Buckminster Fuller, Burning Man, call centre, carbon footprint, carbon-based life, Cass Sunstein, Celebration, Florida, charter city, clean water, cloud computing, connected car, corporate governance, crowdsourcing, cryptocurrency, dark matter, David Graeber, deglobalization, dematerialisation, disintermediation, distributed generation, don't be evil, Douglas Engelbart, Douglas Engelbart, Edward Snowden, Elon Musk, en.wikipedia.org, Eratosthenes, ethereum blockchain, facts on the ground, Flash crash, Frank Gehry, Frederick Winslow Taylor, future of work, Georg Cantor, gig economy, global supply chain, Google Earth, Google Glasses, Guggenheim Bilbao, High speed trading, Hyperloop, illegal immigration, industrial robot, information retrieval, Intergovernmental Panel on Climate Change (IPCC), intermodal, Internet of things, invisible hand, Jacob Appelbaum, Jaron Lanier, John Markoff, Jony Ive, Julian Assange, Khan Academy, liberal capitalism, lifelogging, linked data, Mark Zuckerberg, market fundamentalism, Marshall McLuhan, Masdar, McMansion, means of production, megacity, megastructure, Menlo Park, Minecraft, Monroe Doctrine, Network effects, new economy, offshore financial centre, oil shale / tar sands, packet switching, PageRank, pattern recognition, peak oil, peer-to-peer, performance metric, personalized medicine, Peter Eisenman, Peter Thiel, phenotype, Philip Mirowski, Pierre-Simon Laplace, place-making, planetary scale, RAND corporation, recommendation engine, reserve currency, RFID, Robert Bork, Sand Hill Road, self-driving car, semantic web, sharing economy, Silicon Valley, Silicon Valley ideology, Slavoj Žižek, smart cities, smart grid, smart meter, social graph, software studies, South China Sea, sovereign wealth fund, special economic zone, spectrum auction, Startup school, statistical arbitrage, Steve Jobs, Steven Levy, Stewart Brand, Stuxnet, Superbowl ad, supply-chain management, supply-chain management software, TaskRabbit, the built environment, The Chicago School, the scientific method, Torches of Freedom, transaction costs, Turing complete, Turing machine, Turing test, universal basic income, urban planning, Vernor Vinge, Washington Consensus, web application, Westphalian system, WikiLeaks, working poor, Y Combinator

In twelfth century Majorca, Ramon Llull described logical machines, influencing Gottfried Leibniz, who developed a predictive calculus and a biliteral alphabet that, drawing on the I Ching, allowed for the formal reduction of any complex symbolic expression to a sequence of discrete binary states (zero and one, on and off). Later, the formalization of logic within the philosophy mathematics (from Pierre-Simon Laplace, to Gottlob Frege, Georg Cantor, David Hilbert, and so many others) helped to introduce, inform, and ultimately disprove a version of the Enlightenment as the expression of universal deterministic processes (of both thought and physics). In 1936, with his now-famous paper, “On Computable Numbers, with an Application to the Entscheidungsproblem,” a very young Alan Turing at once introduced the theoretical basis of modern computing and demonstrated the limits of what could and could not ever be calculated and computed by a universal technology. Turing envisioned his famous “machine” according to the tools of his time to involve an infinite amount of “tape” divided into cells that can store symbols, moved along a stationary read-write “head” that can alter those symbols, a “state register” that can map the current arrangement of symbols along the tape, and a “table” of instructions that tells the machine to rewrite or erase the symbol and to move the “head,” assuming a new state for the “register” to map.

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The photo I describe is from the same series as that used on the cover of the posthumous collection of Deleuze's writings, Desert Islands and Other Texts, 1953–1974 (Cambridge, MA: MIT Press, 2004). Readers may reference the image at this book's companion website, thestack.org. 5. Originally conceived in 1936 by twenty-four-year-old Alan Turing and called an “a-machine” (for “automatic machine”), it describes a hypothetical universal computer, which, given enough time and energy, would be capable of calculating any “computable” problem. In that paper, “On Computable Numbers, with an Application to the Entscheidungs Problem,” Proceedings of the London Mathematical Society, Ser. 2 42 (1937), Turing demonstrates the range of problems that in fact are not computable. The figure of the Turing machine, as a philosophical and machinic hypothesis, stands for the technology of universal computation and for the ultimate limits of computation within mathematics. 6. Nicholas Gane and Stephen Sale, “Interview with Friedrich Kittler and Mark Hansen,” Theory, Culture, and Society 24 (2007): 323–329. 7.

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See also User AI User, 277–279 algorithmic hardware, 348–349 animal User, 274–277 as co-User, 276–277, 349 designing for, 339 enrollment and motivation, 297–298 identifying, 345 machine User, 279–284 rights of, 345 nonpersonhood, 173–175 nonplace, end of, 16 non-state actors with nation-state functions, 10–11 nonvisual interfaces, 341, 424n41 Nortel patent bid, 134 North American Free Trade Agreement, 443n23 North Sea wind farms proposal (OMA), 181 No-Stop City project (Archizoom), 149–151, 160, 178–179 notational systems, 383n4 NSA/CSS Threat Operations Center, US, 441n8 Obama, Barack, 98, 180, 322 Obi-Wan Kenobi, 176 object identifiers, universal, 214–215 object-instruments, computational, 227 objects addressability, 214–215 agency of, 131 defined, 402n59 essentials of, 260 identifiers, digital, 207, 214–215 interface design, 230–235 memory of, 212, 215 non-citizen User, 188 object-to-object communication, 197, 210, 212, 216, 338 object-to-object spam, 216 reordering by, 206 semantic relations, 202–203 SPIME designation for, 201–204 as symbolic artifacts, 212 ocean exploration, 30 oceanic data centers, 113–114, 140 Oculus, 127 Office of Metropolitan Architecture (OMA), 53, 99, 170, 178, 180–181 offshoring, 443n23 oil geopolity, 99 Oklahoma City Bombing guidelines, 322 “On Computable Numbers, with an Application to the Entscheidungsproblem” (Turing), 78 One57, New York, 311 One Riverside Park, New York, 311 OOZ (Jeremijenko), 276 Open, The (Agamben), 273 OpenFlow, 437n58 open government movement, 121 Open Stack, 174 open systems interconnection (OSI) network model, 61–63 Operation Centurion, Dr. Manuel de la Pila housing block, 312 opinionlessness, state of, 240–241, 426n47 O’Reilly, Tim, 121 Oreskes, Naomi, 457n10 Organized Chaos, forces of, 445n37 Ouroboros energy grid, 92–96, 294–295 Outer Space Treaty, 456n7 “Outline of a Doctrine of French Policy” (Kojève), 109 “Overexposed City, The” (Virilio), 155 ownership competitive, 332 of data, 203, 285, 345–346 economics of, 282 owner-Users, 285–286, 345–346 Page, Larry, 134, 139, 281, 315 Page Mill Road, 57 “PageRank” (Franceschet), 332 PageRank algorithm, 134, 332 Pakistan-India border, 97, 309 Palace of the Soviets, 181 Palantir, 121, 287, 360, 459n20 Palestine, 120 Panopticon effect, 363 paper envelope, 46 parametricism, 160–161, 162–163 parastates, 446n39 Parker, Sean, 126 Parnet, Clare, 393n50 Parsons, Talcott, 385n25 partition in architecture, 391n30 Patriot Act, US, 120, 363 peer-to-peer networking, 206, 215 Peirce, Charles Sanders, 211, 223 Perec, Georges, 75 persona design, 254, 255 personality, 277–278 personal mapping technologies, 86, 236, 243, 431n70 personal mobility systems.

**
The Information: A History, a Theory, a Flood
** by
James Gleick

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Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, AltaVista, bank run, bioinformatics, Brownian motion, butterfly effect, citation needed, Claude Shannon: information theory, clockwork universe, computer age, conceptual framework, crowdsourcing, death of newspapers, discovery of DNA, Donald Knuth, double helix, Douglas Hofstadter, en.wikipedia.org, Eratosthenes, Fellow of the Royal Society, Gödel, Escher, Bach, Henri Poincaré, Honoré de Balzac, index card, informal economy, information retrieval, invention of the printing press, invention of writing, Isaac Newton, Jacquard loom, Jacquard loom, Jaron Lanier, jimmy wales, John von Neumann, Joseph-Marie Jacquard, lifelogging, Louis Daguerre, Marshall McLuhan, Menlo Park, microbiome, Milgram experiment, Network effects, New Journalism, Norbert Wiener, On the Economy of Machinery and Manufactures, PageRank, pattern recognition, phenotype, Pierre-Simon Laplace, pre–internet, Ralph Waldo Emerson, RAND corporation, reversible computing, Richard Feynman, Richard Feynman, Rubik’s Cube, Simon Singh, Socratic dialogue, Stephen Hawking, Steven Pinker, stochastic process, talking drums, the High Line, The Wisdom of Crowds, transcontinental railway, Turing machine, Turing test, women in the workforce

An example of an intellectual object that could be called mechanical was the algorithm: another new term for something that had always existed (a recipe, a set of instructions, a step-by-step procedure) but now demanded formal recognition. Babbage and Lovelace trafficked in algorithms without naming them. The twentieth century gave algorithms a central role—beginning here. Turing was a fellow and a recent graduate at King’s College, Cambridge, when he presented his computable-numbers paper to his professor in 1936. The full title finished with a flourish in fancy German: it was “On Computable Numbers, with an Application to the Entscheidungsproblem.” The “decision problem” was a challenge that had been posed by David Hilbert at the 1928 International Congress of Mathematicians. As perhaps the most influential mathematician of his time, Hilbert, like Russell and Whitehead, believed fervently in the mission of rooting all mathematics in a solid logical foundation—“In der Mathematik gibt es kein Ignorabimus,” he declared.

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Alan Turing to Claude Shannon, 3 June 1953, Manuscript Division, Library of Congress. ♦ “NO, I’M NOT INTERESTED IN DEVELOPING A POWERFUL BRAIN”: Andrew Hodges, Alan Turing: The Enigma (London: Vintage, 1992), 251. ♦ “A CONFIRMED SOLITARY”: Max H. A. Newman to Alonzo Church, 31 May 1936, quoted in Andrew Hodges, Alan Turing, 113. ♦ “THE JUSTIFICATION … LIES IN THE FACT”: Alan M. Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proceedings of the London Mathematical Society 42 (1936): 230–65. ♦ “IT WAS ONLY BY TURING’S WORK”: Kurt Gödel to Ernest Nagel, 1957, in Kurt Gödel: Collected Works, vol. 5, ed. Solomon Feferman (New York: Oxford University Press, 1986), 147. ♦ “YOU SEE … THE FUNNY LITTLE ROUNDS”: letter from Alan Turing to his mother and father, summer 1923, AMT/K/1/3, Turing Digital Archive, http://www.turingarchive.org

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.: IEEE Computer Society, 1998. Toole, Betty Alexandra. “Ada Byron, Lady Lovelace, an Analyst and Metaphysician.” IEEE Annals of the History of Computing 18, no. 3 (1996): 4–12. ———. Ada, the Enchantress of Numbers: Prophet of the Computer Age. Mill Valley, Calif.: Strawberry Press, 1998. Tufte, Edward R. “The Cognitive Style of PowerPoint.” Cheshire, Conn.: Graphics Press, 2003. Turing, Alan M. “On Computable Numbers, with an Application to the Entscheidungsproblem.” Proceedings of the London Mathematical Society 42 (1936): 230–65. ———. “Computing Machinery and Intelligence.” Minds and Machines 59, no. 236 (1950): 433–60. ———. “The Chemical Basis of Morphogenesis.” Philosophical Transactions of the Royal Society of London, Series B 237, no. 641 (1952): 37–72. Turnbull, Laurence. The Electro-Magnetic Telegraph, With an Historical Account of Its Rise, Progress, and Present Condition.

**
The Age of Spiritual Machines: When Computers Exceed Human Intelligence
** by
Ray Kurzweil

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Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Any sufficiently advanced technology is indistinguishable from magic, Buckminster Fuller, call centre, cellular automata, combinatorial explosion, complexity theory, computer age, computer vision, cosmological constant, cosmological principle, Danny Hillis, double helix, Douglas Hofstadter, Everything should be made as simple as possible, first square of the chessboard / second half of the chessboard, fudge factor, George Gilder, Gödel, Escher, Bach, I think there is a world market for maybe five computers, information retrieval, invention of movable type, Isaac Newton, iterative process, Jacquard loom, Jacquard loom, John Markoff, John von Neumann, Lao Tzu, Law of Accelerating Returns, mandelbrot fractal, Marshall McLuhan, Menlo Park, natural language processing, Norbert Wiener, optical character recognition, ought to be enough for anybody, pattern recognition, phenotype, Ralph Waldo Emerson, Ray Kurzweil, Richard Feynman, Richard Feynman, Robert Metcalfe, Schrödinger's Cat, Search for Extraterrestrial Intelligence, self-driving car, Silicon Valley, speech recognition, Steven Pinker, Stewart Brand, stochastic process, technological singularity, Ted Kaczynski, telepresence, the medium is the message, There's no reason for any individual to have a computer in his home - Ken Olsen, traveling salesman, Turing machine, Turing test, Whole Earth Review, Y2K

., Computer Models of Thought and Language (San Francisco: W H. Freeman, 1973). 15 Haneef A. Fatmi and R. W Young, “A Definition of Intelligence,” Nature 228 (1970): 97. 16 Alan Turing showed that the essential basis of computation could be modeled with a very simple theoretical machine. He created the first theoretical computer in 1936 (first introduced in Alan M. Turing, “On Computable Numbers with an Application to the Entscheinungs Problem,” Proc. London Math. Soc. 42 [1936]: 230-265) in an eponymous conception called the Turing machine. As with a number of Turing’s breakthroughs, he would have both the first and last word. The Turing machine represented the founding of modern computational theory. It has also persisted as our primary theoretical model of a computer because of its combination of simplicity and power.The Turing machine is one example of the simplicity of the foundations of intelligence.

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Tufte, Edward R. The Visual Display of Quantitative Information. Cheshire, CT: Graphics Press, 1983. _______. Visual Explanations: Images and Quantities, Evidence and Narrative. Cheshire, CT: Graphics Press, 1997. Turing, Alan. “Computing Machinery and Intelligence.” Reprinted in Minds and Machines, edited by Alan Ross Anderson. Englewood Cliffs, NJ: Prentice-Hall, 1964. ________. “On Computable Numbers, with an Application to the Entscheidungsproblem ” Proceedings, London Mathematical Society, 2, no. 42 (1936). Turkle, Sherry. The Second Self: Computers and the Human Spirit. New York: Simon and Schuster, 1984. Tye, Michael. Ten Problems of Consciousness: A Representational Theory of the Phenomenal Mind. Cambridge, MA: MIT Press, 1995. Ullman, Shimon. The Interpretation of Visual Motion. Cambridge, MA: MIT Press, 1982.

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Computer: A History of the Information Machine
** by
Martin Campbell-Kelly,
William Aspray,
Nathan L. Ensmenger,
Jeffrey R. Yost

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Ada Lovelace, air freight, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Apple's 1984 Super Bowl advert, barriers to entry, Bill Gates: Altair 8800, borderless world, Buckminster Fuller, Build a better mousetrap, Byte Shop, card file, cashless society, cloud computing, combinatorial explosion, computer age, deskilling, don't be evil, Donald Davies, Douglas Engelbart, Douglas Engelbart, Dynabook, fault tolerance, Fellow of the Royal Society, financial independence, Frederick Winslow Taylor, game design, garden city movement, Grace Hopper, informal economy, interchangeable parts, invention of the wheel, Jacquard loom, Jacquard loom, Jeff Bezos, jimmy wales, John Markoff, John von Neumann, light touch regulation, linked data, Marc Andreessen, Mark Zuckerberg, Marshall McLuhan, Menlo Park, natural language processing, Network effects, New Journalism, Norbert Wiener, Occupy movement, optical character recognition, packet switching, PageRank, pattern recognition, Pierre-Simon Laplace, pirate software, popular electronics, prediction markets, pre–internet, QWERTY keyboard, RAND corporation, Robert X Cringely, Silicon Valley, Silicon Valley startup, Steve Jobs, Steven Levy, Stewart Brand, Ted Nelson, the market place, Turing machine, Vannevar Bush, Von Neumann architecture, Whole Earth Catalog, William Shockley: the traitorous eight, women in the workforce, young professional

In short, the Turing Machine embodied all the logical capabilities of a modern computer. Alan Turing was born in 1912 and at school he was drawn to science and practical experimenting. He won a scholarship to King’s College, Cambridge University, and graduated in mathematics with the highest honors in 1934. He became a Fellow of King’s College and, in 1936, published his classic paper “On Computable Numbers with an Application to the Entscheidungsproblem” in which he described the Turing Machine. Turing showed that not all mathematical questions were decidable, and that one could not always determine whether or not a mathematical function was computable. For nonmathematicians this was an obscure concept to grasp, although later—after World War II—Turing explained the idea in an article in Science News.

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See NCR National Defense Research Committee (NDRC), 66, 72, 74, 145 National Science Foundation (NSF), 292 National Semiconductor, 221 Nature, 41, 59, 299–300 Nautical Almanac, 4, 7, 47, 52–53 Navigation tables, 4, 47, 53 NCR accounting machines, 31, 38, 53, 117 acquisition of CRC, 117 business software, 122 business strategies of, 30, 34, 123–124, 132 cash registers, 31–32 computer industry and, 98 digital computing machines, 54 as IBM competitor, 133 non-IBM-compatible computers of, 132 postwar business challenges, 103 punched-card systems, 21, 38 role in computer industry, 21, 117 sales strategies of, 30, 31–32, 36 scanning technology, 164 as software contractors, 177 technical innovation by, 31 user training, 30 Nelson, Ted, 234–235, 237, 279, 286 Netiquette, 285 Netscape Communications Corporation, 289–290 Network analyzers, 48, 50 Network protocols, 285 Networks, 275 New Communalists, 234 New Deal projects, 39 New Product Line (IBM), 126–128, 129 Newman, Max, 82 Nokia, 297, 298 Non-IBM-compatible computers, 132 Norris, William, 99, 124, 249 Northrop Aircraft Corporation, 101, 102, 105, 116 Notation, programming, 168 Notebook computers, 296, 298 Noyce, Robert, 219–221, 222, 231, 249 Noyes, Eliot, 120 Nuclear weapons, 65, 74, 78, 109, 127, 149 Numerical meteorology, 50–52 Office machine industry. See Business machine industry Office of Naval Research (ONR), 147–148, 150 Office of Scientific Research and Development (OSRD), 49, 65–66, 74 Office systematizers, 19, 134 Olivetti, 197, 251 Olsen, Kenneth, 217–218 Omidyar, Pierre, 295 “On Computable Numbers with an Application to the Entscheidungsproblem” (Turing), 60 Opel, John, 246 Open-source software, 215, 288, 296 Operating systems for mainframe computers, 179–182, 205, 206, 210, 212–215 for mobile devices, 297, 298 for personal computers, 242–243, 246–247, 253–254, 257–258, 264–267 See also specific operating systems Optical character recognition, 164 OS/2 operating system, 265, 266 OS/360 operating system, 179–182, 183, 212 Osborne 1 computer, 198 (photo), 296 Outsourcing of components and software, 245–246, 247 Oxford English Dictionary, 3 Packaged software programs, 186–188, 254 Packard, David, 249 Packet-switching technology, 281–282 Page, Larry, 294 Palm, Inc., 297, 298 Palo Alto Research Center (PARC), 260, 261, 280, 296 Papian, Bill, 150 Parker, Sean, 301 Pascal programming language, 185 Passages from the Life of a Philosopher (C.

**
In Our Own Image: Savior or Destroyer? The History and Future of Artificial Intelligence
** by
George Zarkadakis

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3D printing, Ada Lovelace, agricultural Revolution, Airbnb, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, anthropic principle, Asperger Syndrome, autonomous vehicles, barriers to entry, battle of ideas, Berlin Wall, bioinformatics, British Empire, business process, carbon-based life, cellular automata, Claude Shannon: information theory, combinatorial explosion, complexity theory, continuous integration, Conway's Game of Life, cosmological principle, dark matter, dematerialisation, double helix, Douglas Hofstadter, Edward Snowden, epigenetics, Flash crash, Google Glasses, Gödel, Escher, Bach, income inequality, index card, industrial robot, Internet of things, invention of agriculture, invention of the steam engine, invisible hand, Isaac Newton, Jacquard loom, Jacquard loom, Jacques de Vaucanson, James Watt: steam engine, job automation, John von Neumann, Joseph-Marie Jacquard, liberal capitalism, lifelogging, millennium bug, Moravec's paradox, natural language processing, Norbert Wiener, off grid, On the Economy of Machinery and Manufactures, packet switching, pattern recognition, Paul Erdős, post-industrial society, prediction markets, Ray Kurzweil, Rodney Brooks, Second Machine Age, self-driving car, Silicon Valley, speech recognition, stem cell, Stephen Hawking, Steven Pinker, strong AI, technological singularity, The Coming Technological Singularity, The Future of Employment, the scientific method, theory of mind, Turing complete, Turing machine, Turing test, Tyler Cowen: Great Stagnation, Vernor Vinge, Von Neumann architecture, Watson beat the top human players on Jeopardy!, Y2K

., and Pitts, W. (1943), ‘A logical calculus of the ideas immanent in nervous activity’, in: Bulletin of Mathematical Biophysics (5), pp. 115–33. 6Dehaene, N., and Naccache, L. (2001), ‘Towards a cognitive neuroscience of consciousness: basic evidence of a workspace framework’, in: Cognition, 79 (1–2), pp. 1-37. 7Artificial Intelligence split from cybernetics in the summer of 1956 with its inaugural conference in Dartmouth, New Hampshire, one year before von Neumann’s death. 8Turing, A. M. (1936), ‘On Computable Numbers, with an Application to the Entscheidungsproblem’, Proceedings of the London Mathematical Society, 2 (1937), 42, pp. 230–65. 9To be more accurate, Gödel encoded metamathematical statements within ordinary arithmetic. 10The incomplete manuscript and notes based on a series of lectures given by von Neumann at the University of Illinois in 1949 was assembled and edited by Arthur Burks and published ten years after von Neumann’s death. 11New findings in epigenetics show that the mechanism of passing hereditary features to future generations is more complex than previously thought, and probably involves other systems in the cell beyond DNA replication. 12The human mind may be beyond logical coding (as Gödel has indirectly showed) but it is not beyond computation.

…

That was the actual statement that Gödel ‘formalised’. 14To be more precise, Gödel proved that for any computable axiomatic system that is powerful enough to describe arithmetic of the natural numbers (e.g. the Peano axioms) the consistency of the axioms cannot be proven within the system. 15Heisenberg’s uncertainty principle essentially states that we can never know everything about a quantum phenomenon. Therefore, nature will remain forever at least partially unknown to us. 16Turing, A. M. (1936), ‘On Computable Numbers, with an Application to the Entscheidungsproblem’, in: Proceedings of the London Mathematical Society, 1937, Vol. 2, No. 42, pp. 230–65. 17The American mathematician Alonzo Church independently published his proof of the Entscheidungsproblem for the American Mathematical Society using a method called ‘lamda calculus’, and therefore the solution is known as the Turing-Church theorem. (Church, A. (1936), ‘An unsolvable problem of elementary number theory’, in: American Journal of Mathematics, 1936, Vol. 58, pp. 345–63. 18Penrose, R. (1989), The Emperor’s New Mind: Concerning Computers, Minds and the Laws of Physics.

**
Infinite Ascent: A Short History of Mathematics
** by
David Berlinski

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Andrew Wiles, Benoit Mandelbrot, Douglas Hofstadter, Eratosthenes, four colour theorem, Georg Cantor, Gödel, Escher, Bach, Henri Poincaré, Isaac Newton, John von Neumann, Murray Gell-Mann, Stephen Hawking, Turing machine, William of Occam

And so again it is again. Some years after Gödel presented his results, the American logician Alonzo Church defined what he called the lambda-computable functions. And to roughly the same point since the recursive and the lambda-computable functions, although quite different, did the same thing and carried on in the same way. In 1936, Alan Turing published the first of his papers on computability, “On Computable Numbers with an Application to the Entscheidungsproblem,” and so gave the idea of an algorithm a vivid and unforgettable metaphor. An effective calculation is any calculation that could be undertaken, Turing argued, by an exceptionally simple imaginary machine, or even a human computer, someone who has, like a clerk in the department of motor vehicles or a college dean, been stripped of all cognitive powers and can as a result execute only a few primitive acts.

**
The Golden Ticket: P, NP, and the Search for the Impossible
** by
Lance Fortnow

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Andrew Wiles, Claude Shannon: information theory, cloud computing, complexity theory, Donald Knuth, Erdős number, four colour theorem, Gerolamo Cardano, Isaac Newton, John von Neumann, linear programming, new economy, NP-complete, Occam's razor, P = NP, Paul Erdős, Richard Feynman, Richard Feynman, Rubik’s Cube, smart grid, Stephen Hawking, traveling salesman, Turing machine, Turing test, Watson beat the top human players on Jeopardy!, William of Occam

Trakhtenbrot, “A Survey of Russian Approaches to Prebor (Brute-Force Search) Algorithms,” Annals of the History of Computing 6, no. 4 (October 1984): 384–400. Warren McCulloch and Walter Pitts, “A Logical Calculus of the Ideas Immanent in Nervous Activity,” Bulletin of Mathematical Biology 5, no. 4 (1943): 115–33. Panel discussion, Complexity of Computer Computations 40, no. 4 (1972): 169–85. Alan Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proceedings of the London Mathematical Society 42 (1936): 230–65. S. Yablonsky, “On the Impossibility of Eliminating PEREBOR in Solving Some Problems of Circuit Theory,” Doklady Akademii Nauk SSSR 124 (1959): 44–47. Y. Zhuravlev, “On the Impossibility of Constructing Minimal Disjunctive Normal Forms for Boolean Functions by Algorithms of a Certain Class, Doklady Akademii Nauk SSSR 132 (1960): 504–6.

**
The Man Who Invented the Computer
** by
Jane Smiley

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1919 Motor Transport Corps convoy, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, anti-communist, Arthur Eddington, British Empire, c2.com, computer age, Fellow of the Royal Society, Henri Poincaré, IBM and the Holocaust, Isaac Newton, John von Neumann, Karl Jansky, Norbert Wiener, Pierre-Simon Laplace, RAND corporation, Turing machine, V2 rocket, Vannevar Bush, Von Neumann architecture

Andrew Hodges, Turing’s biographer, points out that Turing’s idea “was not only a matter of abstract mathematics, not only a play of symbols, for it involved thinking about what people did in the physical world … His machines—soon to be called Turing Machines—offered a bridge, a connection between abstract symbols and the physical world. Indeed, his imagery was, for Cambridge, almost shockingly industrial.” In May 1936, Alan Turing submitted his paper, entitled “On Computable Numbers, with an Application to the Entscheidungsproblem,” to the Proceedings of the London Mathematical Society and then applied unsuccessfully for a Procter Fellowship at Princeton. As far as anyone in England knew, only Turing and the American Alonzo Church had come up with answers to the Entscheidungsproblem. No mathematician in England was equipped to referee either Turing’s or Church’s paper. Atanasoff and Turing, in their different ways, understood that counting was the future of computing, but the differences between them could not have been more clear—Atanasoff had to invent an actual, physical machine that when turned on would perform a useful function.

**
The Logician and the Engineer: How George Boole and Claude Shannon Created the Information Age
** by
Paul J. Nahin

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, Any sufficiently advanced technology is indistinguishable from magic, Claude Shannon: information theory, conceptual framework, Edward Thorp, Fellow of the Royal Society, finite state, four colour theorem, Georg Cantor, Grace Hopper, Isaac Newton, John von Neumann, knapsack problem, New Journalism, Pierre-Simon Laplace, reversible computing, Richard Feynman, Richard Feynman, Schrödinger's Cat, Steve Jobs, Steve Wozniak, thinkpad, Thomas Bayes, Turing machine, Turing test, V2 rocket

And second, because of the arbitrarily long length of the tape, a Turing machine has the ability to “remember” what has happened in the arbitrarily distant past. In developing this view of a computing machine, Turing was not suggesting it as a practical design for an actual machine. Rather, as a mathematician he used his machines as a conceptual framework in which to study the limits on just what mechanistic devices can actually compute. Indeed, the title of his 1936 paper, “On Computable Numbers, with an Application to the Entscheidungsproblem’’—that final tongue-twister translates as “the decision problem’’—clearly shows Turing’s intent. His great accomplishment was to show that not all the numbers we can imagine are in fact actually computable. That is, Turing showed there are limits to what a computer—any computer—can do. I’ll return to the concept of a computable number in the final section of this chapter. 9.2 TWO TURING MACHINES As my first specific example of a Turing machine, consider the following state-transition table for a Turing machine that adds any two non-negative integers m and n that are placed on the tape, leaves their sum on the tape, and then halts.

**
The Secrets of Station X: How the Bletchley Park codebreakers helped win the war
** by
Michael Smith

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, British Empire, Etonian, haute cuisine, QWERTY keyboard, trade route

Throughout 1942, the work on the Tunny material had to be done by hand and, although some useful material was gained on the German campaign against Russia and from the links between Italy and North Africa, many of the messages took several weeks to decypher. Max Newman, one of the mathematicians working in the Testery, was a thin, bald academic from Manchester University, who like Tutte had worked in Tiltman’s research section. He had been Turing’s tutor at one stage. It was Newman’s suggestion that machines might be able to prove mathematical statements that had led Turing to write his ground-breaking paper ‘On Computable Numbers, with an Application to the Entscheidungsproblem’, and Newman who had ensured that it was published. Newman became convinced that, using similar principles to those advocated by Turing, it would be possible to build a machine that, once the patterns of the wheels had been worked out in the Testery, would find the settings of the first row of wheels, thereby making the codebreakers’ task immeasurably easier.

**
The Most Human Human: What Talking With Computers Teaches Us About What It Means to Be Alive
** by
Brian Christian

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4chan, Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Bertrand Russell: In Praise of Idleness, carbon footprint, cellular automata, Claude Shannon: information theory, cognitive dissonance, commoditize, complexity theory, crowdsourcing, David Heinemeier Hansson, Donald Trump, Douglas Hofstadter, George Akerlof, Gödel, Escher, Bach, high net worth, Isaac Newton, Jacques de Vaucanson, Jaron Lanier, job automation, l'esprit de l'escalier, Loebner Prize, Menlo Park, Ray Kurzweil, RFID, Richard Feynman, Richard Feynman, Ronald Reagan, Skype, statistical model, Stephen Hawking, Steve Jobs, Steven Pinker, theory of mind, Thomas Bayes, Turing machine, Turing test, Von Neumann architecture, Watson beat the top human players on Jeopardy!, zero-sum game

Hofstadter, Gödel, Escher, Bach: An Eternal Golden Braid (New York: Basic Books, 1979). 8 Mark Humphrys, “How My Program Passed the Turing Test,” in Parsing the Turing Test, edited by Robert Epstein et al. (New York: Springer, 2008). 9 V. S. Ramachandran and Sandra Blakeslee, Phantoms in the Brain: Probing the Mysteries of the Human Mind (New York: William Morrow, 1998). 10 Alan Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proceedings of the London Mathematical Society, 1937, 2nd ser., 42, no. 1 (1937), pp. 230–65. 11 Ada Lovelace’s remarks come from her translation (and notes thereupon) of Luigi Federico Menabrea’s “Sketch of the Analytical Engine Invented by Charles Babbage, Esq.,” in Scientific Memoirs, edited by Richard Taylor (London, 1843). 12 Alan Turing, “Computing Machinery and Intelligence,” Mind 59, no. 236 (October 1950), pp. 433–60. 13 For more on the idea of “radical choice,” see, e.g., Sartre, “Existentialism Is a Humanism,” especially Sartre’s discussion of a painter wondering “what painting ought he to make” and a student who came to ask Sartre’s advice about an ethical dilemma. 14 Aristotle’s arguments: See, e.g., The Nicomachean Ethics. 15 For a publicly traded company: Nobel Prize winner, and (says the Economist) “the most influential economist of the second half of the 20th century,” Milton Friedman wrote a piece in the New York Times Magazine in 1970 titled “The Social Responsibility of Business Is to Increase Its Profits.”

**
Enigma
** by
Robert Harris

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, British Empire, Columbine, index card, invention of the printing press, sensible shoes, Turing machine

His possessions from his previous address had been delivered to her door that same morning: two boxes of personal effects and an ancient iron bicycle. The bicycle she wheeled into the back yard. The boxes she carried upstairs. One carton was full of books. A couple of Agatha Christies. A Synopsis of Elementary Results in Pure and Applied Mathematics, two volumes, by a fellow named George Shoobridge Garr. Principia Mathematical, whatever that was. A pamphlet with a suspiciously Germanic ring to it—On Computable Numbers, with an Application to the Entscheidungs problem—inscribed 'To Tom, with fond respect, Alan'. More books full of mathematics, one so repeatedly read it was almost falling to pieces and stuffed full of markers—bus and tram tickets, a beer mat, even a blade of grass. It fell open at a heavily underlined passage: there is one purpose at any rate which the real mathematics may serve in war. When the world is mad, a mathematician may find in mathematics an incomparable anodyne.

**
What to Think About Machines That Think: Today's Leading Thinkers on the Age of Machine Intelligence
** by
John Brockman

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3D printing, agricultural Revolution, AI winter, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, algorithmic trading, artificial general intelligence, augmented reality, autonomous vehicles, basic income, bitcoin, blockchain, clean water, cognitive dissonance, Colonization of Mars, complexity theory, computer age, computer vision, constrained optimization, corporate personhood, cosmological principle, cryptocurrency, cuban missile crisis, Danny Hillis, dark matter, discrete time, Douglas Engelbart, Elon Musk, Emanuel Derman, endowment effect, epigenetics, Ernest Rutherford, experimental economics, Flash crash, friendly AI, functional fixedness, Google Glasses, hive mind, income inequality, information trail, Internet of things, invention of writing, iterative process, Jaron Lanier, job automation, John Markoff, John von Neumann, Kevin Kelly, knowledge worker, loose coupling, microbiome, Moneyball by Michael Lewis explains big data, natural language processing, Network effects, Norbert Wiener, pattern recognition, Peter Singer: altruism, phenotype, planetary scale, Ray Kurzweil, recommendation engine, Republic of Letters, RFID, Richard Thaler, Rory Sutherland, Satyajit Das, Search for Extraterrestrial Intelligence, self-driving car, sharing economy, Silicon Valley, Skype, smart contracts, speech recognition, statistical model, stem cell, Stephen Hawking, Steve Jobs, Steven Pinker, Stewart Brand, strong AI, Stuxnet, superintelligent machines, supervolcano, the scientific method, The Wisdom of Crowds, theory of mind, Thorstein Veblen, too big to fail, Turing machine, Turing test, Von Neumann architecture, Watson beat the top human players on Jeopardy!, Y2K

Nick Bostrom, Superintelligence: Paths, Dangers, Strategies (New York: Oxford University Press, 2014). 5. G. K. Chesterton, Heretics (New York: John Lane, 1905). 6. I. J. Good, “Speculation Concerning the First Ultraintelligent Machine,” Advances in Computers, vol. 6, 1965. 7. Kevin Kelly, “The Technium,” Edge, entry February 3, 2014, https://edge.org/conversation/the-technium [accessed July 21, 2015]. 8. Alan Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proc. Lond. Math. Soc. 42, series 2 (1936–7): 230–65. 9. Steven Pinker, comment on “The Myth of AI,” Edge, entry November 14, 2014, http://edge.org/conversation/the-myth-of-ai#25987 [accessed July 21, 2015]. 10. Hannah Arendt, The Life of the Mind, vol. 1 (New York: Harcourt Brace, 1978). 11. Nick Bostrom, “Existential Risks,” Jour. Evol. & Technol. 9, no. 1 (2002), at http://www.nickbostrom.com/existential/risks.html. 12.

**
Darwin Among the Machines
** by
George Dyson

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Ada Lovelace, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, anti-communist, British Empire, carbon-based life, cellular automata, Claude Shannon: information theory, combinatorial explosion, computer age, Danny Hillis, Donald Davies, fault tolerance, Fellow of the Royal Society, finite state, IFF: identification friend or foe, invention of the telescope, invisible hand, Isaac Newton, Jacquard loom, Jacquard loom, James Watt: steam engine, John Nash: game theory, John von Neumann, Menlo Park, Nash equilibrium, Norbert Wiener, On the Economy of Machinery and Manufactures, packet switching, pattern recognition, phenotype, RAND corporation, Richard Feynman, Richard Feynman, spectrum auction, strong AI, the scientific method, The Wealth of Nations by Adam Smith, Turing machine, Von Neumann architecture, zero-sum game

.: Open Court, 1902), 254. 53.Leibniz to Caroline, Princess of Wales, ca. 1716, in Alexander, Correspondence, 191. CHAPTER 4 1.Alan Turing, “Computing Machinery and Intelligence,” Mind 59 (October 1950): 443. 2.A. K. Dewdney, The Turing Omnibus (Rockville, Md.: Computer Science Press, 1989), 389. 3.Robin Gandy, “The Confluence of Ideas in 1936,” in Rolf Herken, ed., The Universal Turing Machine: A Half-century Survey (Oxford: Oxford University Press, 1988), 85. 4.Alan Turing, “On Computable Numbers, with an Application to the Entscheidungsproblem,” Proceedings of the London Mathematical Society, 2d ser. 42 (1936–1937); reprinted, with corrections, in Martin Davis, ed., The Undecidable (Hewlett, N.Y.: Raven Press, 1965), 117. 5.Ibid., 136. 6.Kurt Gödel, 1946, “Remarks Before the Princeton Bicentennial Conference on Problems in Mathematics,” reprinted in Davis, The Undecidable, 84. 7.W. Daniel Hillis, The Difference That Makes a Difference (New York: Basic Books, forthcoming). 8.Malcolm MacPhail to Andrew Hodges, 17 December 1977, in Andrew Hodges, Alan Turing: The Enigma (New York: Simon & Schuster, 1983), 138. 9.Allan Marquand, “A New Logical Machine,” Proceedings of the American Academy of Arts and Sciences 21 (1885): 303. 10.Charles Peirce to Allan Marquand, 1866, in Arthur W.

**
The Science of Language
** by
Noam Chomsky

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Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Alfred Russel Wallace, British Empire, Brownian motion, dark matter, Drosophila, epigenetics, finite state, Howard Zinn, phenotype, statistical model, stem cell, Steven Pinker, theory of mind

Cambridge University Press. Tomalin, Marcus (2003) “Goodman, Quine, and Chomsky: from a grammatical point of view.” Lingua 113: 1223–1253. Tomalin, Marcus (2006) Linguistics and the Formal Sciences: The Origins of Generative Grammar. Cambridge University Press. Tomalin, Marcus (2007) “Reconsidering Recursion in Linguistic Theory.” Lingua 117: 1784–1800. Turing, Alan (1937) “On Computable Numbers, with an Application to the Entscheidungsproblem.” London Mathematical Society, Series 2 42: 230–265. Turing, Alan (1950) “Computing Machinery and Intelligence.” Mind 59: 433–460. Turing, Alan (1992) Collected Works of Alan Turing: Morphogenesis. Ed. P. T. Saunders. Amsterdam: North Holland. Tversky, Amos and Daniel Kahneman (1974) “Judgment under Uncertainty.” Science, New Series 185 (4157): 1124–1131.

**
The Singularity Is Near: When Humans Transcend Biology
** by
Ray Kurzweil

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additive manufacturing, AI winter, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, anthropic principle, Any sufficiently advanced technology is indistinguishable from magic, artificial general intelligence, Asilomar, augmented reality, autonomous vehicles, Benoit Mandelbrot, Bill Joy: nanobots, bioinformatics, brain emulation, Brewster Kahle, Brownian motion, business intelligence, c2.com, call centre, carbon-based life, cellular automata, Claude Shannon: information theory, complexity theory, conceptual framework, Conway's Game of Life, cosmological constant, cosmological principle, cuban missile crisis, data acquisition, Dava Sobel, David Brooks, Dean Kamen, disintermediation, double helix, Douglas Hofstadter, en.wikipedia.org, epigenetics, factory automation, friendly AI, George Gilder, Gödel, Escher, Bach, informal economy, information retrieval, invention of the telephone, invention of the telescope, invention of writing, Isaac Newton, iterative process, Jaron Lanier, Jeff Bezos, job automation, job satisfaction, John von Neumann, Kevin Kelly, Law of Accelerating Returns, life extension, lifelogging, linked data, Loebner Prize, Louis Pasteur, mandelbrot fractal, Mikhail Gorbachev, mouse model, Murray Gell-Mann, mutually assured destruction, natural language processing, Network effects, new economy, Norbert Wiener, oil shale / tar sands, optical character recognition, pattern recognition, phenotype, premature optimization, randomized controlled trial, Ray Kurzweil, remote working, reversible computing, Richard Feynman, Richard Feynman, Robert Metcalfe, Rodney Brooks, Search for Extraterrestrial Intelligence, selection bias, semantic web, Silicon Valley, Singularitarianism, speech recognition, statistical model, stem cell, Stephen Hawking, Stewart Brand, strong AI, superintelligent machines, technological singularity, Ted Kaczynski, telepresence, The Coming Technological Singularity, Thomas Bayes, transaction costs, Turing machine, Turing test, Vernor Vinge, Y2K, Yogi Berra

See the exponential growth of computing graphs in chapter 2 (pp. 67, 70). 26. Alfred N. Whitehead and Bertrand Russell, Principia Mathematica, 3 vols. (Cambridge, U.K.: Cambridge University Press, 1910, 1912, 1913). 27. Gödel's incompleteness theorem first appeared in his "Uberformal unenscheiderbare Satze der Principia Mathematica und verwandter Systeme I," Monatshefte für Mathematik und Physik 38 (1931): 173–98. 28. Alan M. Turing, "On Computable Numbers with an Application to the Entscheidungsproblem," Proceedings of the London Mathematical Society 42 (1936): 230-65. The "Entscheidungsproblem" is the decision or halting problem—that is, how to determine ahead of time whether an algorithm will halt (come to a decision) or continue in an infinite loop. 29. Church's version appeared in Alonzo Church, "An Unsolvable Problem of Elementary Number Theory," American Journal of Mathematics 58 (1936): 345–63. 30.

**
The Dream Machine: J.C.R. Licklider and the Revolution That Made Computing Personal
** by
M. Mitchell Waldrop

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Ada Lovelace, air freight, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, anti-communist, Apple II, battle of ideas, Berlin Wall, Bill Duvall, Bill Gates: Altair 8800, Byte Shop, Claude Shannon: information theory, computer age, conceptual framework, cuban missile crisis, Donald Davies, double helix, Douglas Engelbart, Douglas Engelbart, Dynabook, experimental subject, fault tolerance, Frederick Winslow Taylor, friendly fire, From Mathematics to the Technologies of Life and Death, Haight Ashbury, Howard Rheingold, information retrieval, invisible hand, Isaac Newton, James Watt: steam engine, Jeff Rulifson, John von Neumann, Leonard Kleinrock, Marc Andreessen, Menlo Park, New Journalism, Norbert Wiener, packet switching, pink-collar, popular electronics, RAND corporation, RFC: Request For Comment, Robert Metcalfe, Silicon Valley, Steve Crocker, Steve Jobs, Steve Wozniak, Steven Levy, Stewart Brand, Ted Nelson, Turing machine, Turing test, Vannevar Bush, Von Neumann architecture, Wiener process, zero-sum game

"History of the Design of the SAGE Computer-The AN/FSQ7." Annals of the H15tory ofComput- zng 5 (1983). -. "A Perspective on SAGE: Discussion." Annals of the H15tory ofComputzng 5 (1983). -. "RelIabilIty of Components (Interview with Jay W. Forrester)." Annals of the H15tory ofComputzng 5 (1983). -. "Origin of the Term Bit." Annals of the History ofComputzng 6 (1984). Turing, Alan M. "On Computable Numbers, with an ApplIcation to the Entschldungsproblem." Pro- ceedzngs of the London Mathematical Soczety 2, no. 42 (1937). -. "Computing Machinery and Intelligence." Mind 59, no. 236 (1950). Reprinted In The Mznd's I: Fantaszes and ReflectIOns on Self & Soul, edited by Douglas R. Hofstadter and Daniel C. Dennett. New York: BasIC Books, 1981. Turkle, Sherry. The Second Self: Computers and the Human Spznt.

**
The Better Angels of Our Nature: Why Violence Has Declined
** by
Steven Pinker

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1960s counterculture, affirmative action, Alan Turing: On Computable Numbers, with an Application to the Entscheidungsproblem, Albert Einstein, availability heuristic, Berlin Wall, Bonfire of the Vanities, British Empire, Broken windows theory, California gold rush, Cass Sunstein, citation needed, clean water, cognitive dissonance, colonial rule, Columbine, computer age, conceptual framework, correlation coefficient, correlation does not imply causation, crack epidemic, cuban missile crisis, Daniel Kahneman / Amos Tversky, David Brooks, delayed gratification, demographic transition, desegregation, Doomsday Clock, Douglas Hofstadter, Edward Glaeser, en.wikipedia.org, European colonialism, experimental subject, facts on the ground, failed state, first-past-the-post, Flynn Effect, food miles, Francis Fukuyama: the end of history, fudge factor, full employment, George Santayana, ghettoisation, Gini coefficient, global village, Henri Poincaré, Hobbesian trap, humanitarian revolution, impulse control, income inequality, informal economy, Intergovernmental Panel on Climate Change (IPCC), invention of the printing press, Isaac Newton, lake wobegon effect, libertarian paternalism, long peace, loss aversion, Marshall McLuhan, mass incarceration, McMansion, means of production, mental accounting, meta analysis, meta-analysis, Mikhail Gorbachev, moral panic, mutually assured destruction, open economy, Peace of Westphalia, Peter Singer: altruism, QWERTY keyboard, race to the bottom, Ralph Waldo Emerson, random walk, Republic of Letters, Richard Thaler, Ronald Reagan, Rosa Parks, Saturday Night Live, security theater, Skype, Slavoj Žižek, South China Sea, statistical model, stem cell, Steven Levy, Steven Pinker, The Bell Curve by Richard Herrnstein and Charles Murray, The Wealth of Nations by Adam Smith, theory of mind, transatlantic slave trade, transatlantic slave trade, Turing machine, ultimatum game, uranium enrichment, V2 rocket, Vilfredo Pareto, Walter Mischel, WikiLeaks, women in the workforce, zero-sum game

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