Bonner, A. (2011) ‘What was Llull up to?’, in Fidora, A. and Sierra, C. (eds) Ramon Llull: From the Ars Magna to Artificial Intelligence. Barcelona, Spain: Artificial Intelligence Research Institute.

Cramer, F. (2005) Words Made Flesh. Rotterdam: Piet Zwart Institute. Available at:

Link, D. (2016) Archaeology of Algorithmic Artefacts. Mineapolis: Univocal.

McGrayne, S. (2011) The theory that would not die : how Bayes’ rule cracked the enigma code, hunted down Russian submarines, & emerged triumphant from two centuries of controversy. New Haven Conn: Yale University Press.

Bouk, D. (2015) How Our Days Became Numbered. University of Chicago Press.

Chrisman, N. R. (2006) Charting the Unknown; How Computer Mapping at Harvard Became GIS. Esri Press.

Gigerenzer, G., Porter, T., Swijtink, Z., Daston, L., Beatty, J. and Kruger, L. (1990) The Empire of Chance. Cambridge University Press.

Hacking, I. (1990) The Taming of Chance. Cambridge University Press.

Mackenzie, A. (2017) Machine Learners: Archaeology of a Data Practice. MIT Press.

Porter, T. M. (1986) The Rise of Statistical Thinking, 1820-1900. Princeton University Press.

Link, D. (2010) ‘Scrambling TRUTH: rotating letters as a material form of thought’, Variantology, 4, pp. 215–266. Available at:

Pias, C. (2011) ‘The Game Player’s Duty’, in Huhtamo, E. and Parikka, J. (eds) Media archaeology: Approaches, applications, and implications. Univ of California Press.

Ashworth, W. J. (1994) ‘The calculating eye: Baily, Herschel, Babbage and the business of astronomy’, The British Journal for the History of Science, 27(04), pp. 409–441.

Barnes, T. J. and Wilson, M. W. (2014) ‘Big Data, social physics, and spatial analysis: The early years’, Big Data & Society, 1(1), pp. 1–14.

Bezdek, J. C., Keller, J. M., Krishnapuram, R., Kuncheva, L. I. and Pal, N. R. (1999) ‘Will the real iris data please stand up?’, IEEE Transactions On Fuzzy Systems, 7(3).

Broughton, P. (1985) ‘The first predicted return of comet Halley’, Journal for the History of Astronomy.

Cetina, K. K. (2011) ‘From Pipes to Scopes: The Flow Architecture of Financial Markets’, Distinktion: Journal of Social Theory. Routledge, 4(2), pp. 7–23. doi: 10.1080/1600910X.2003.9672857.

Crawford, K., Miltner, K. and Gray, M. L. (2014) ‘Critiquing Big Data: Politics, Ethics, Epistemology’, International Journal of Communication, 8, pp. 1663–1672.

Forbes, E. G. (1971) ‘Gauss and the discovery of Ceres’, Journal for the History of Astronomy. SAGE Publications Sage UK: London, England, 2(3), pp. 195–199.

Friendly, M. and Denis, D. (2005) ‘The early origins and development of the scatterplot’, Journal of the History of the Behavioral Sciences. Wiley, 41(2), pp. 103–130.

Gibson, M. S. (1982) ‘The ’Female Offender’ and the Italian School of Criminal Anthropology’, Journal of European Studies, 12(47), pp. 155–165.

Hankins, T. L. (2006) ‘A “Large and Graceful Sinuosity” John Herschel’s Graphical Method’, Isis, 97(4), pp. 605–633.

MacKenzie, D. (1976) ‘Eugenics in Britain’, Social Studies of Science, 6(3/4), pp. 499–532.

Mattern, S. (2015) ‘Mission Control: A History of the Urban Dashboard’, Places Journal.

McFall, L. (2011) ‘A “good, average man”: calculation and the limits of statistics in enrolling insurance customers’, The Sociological Review. Blackwell Publishing Ltd, 59(4), pp. 661–684.

Sandvig, C. (2014). Seeing the Sort: The Aesthetic and Industrial Defense of “The Algorithm”. NMC Media-N Journal of the New Media Caucus.

Seaver, N. (2012). Algorithmic recommendations and synaptic functions. Limn, (2).

Theunissen, E. (2012) ‘From instruments to decision support: History, trends and (missed) opportunities’, in. (AIAA/IEEE Digital Avionics Systems Conference - Proceedings), pp. 1–19. doi: 10.1109/DASC.2012.6382947.

Wood, C., King, A., Catlow, R. and Scott, B. (2016) ‘Terminal value: Building the alternative Bloomberg’, Finance and Society, 2(2), pp. 138–13. doi: 10.2218/finsoc.v2i2.1727.

Angwin, J., Mattu, S., Larson, J., & Kirchner, L. (2016, May). Machine Bias: There’s software used across the country to predict future criminals. And it’s biased against blacks. Propublica.

Gray, J. (2016) ‘“Let us Calculate!”: Leibniz, Llull, and the Computational Imagination’, The Public Domain Review, November. Available at:

Pasquinelli, M. (2017). Machines that Morph Logic: Neural Networks and the Distorted Automation of Intelligence as Statistical Inference. Glass Bead, 1.

Avirgan, J. (2016) ‘The Map That May Unmask Banksy’, FiveThirtyEight, 14 April.

Belk, H. (2017) 2017 Corporate Leader Bloomberg L.P., aiga.org, 20 March.

Biddle, S. (2016) Troubling Study Says Artificial Intelligence Can Predict Who Will Be Criminals Based on Facial Features, The Intercept, 18 November.

Carr, N. (2014) The Limits of Social Engineering: A Review of Social Physics by Alex Pentland, MIT Technology Review, 16 April.

Mattson, G. (2017). Artificial Intelligence Discovers Gayface. Sigh.

Poulsen, K. (2014) How a Math Genius Hacked OkCupid to Find True Love, Wired, 21 January.

Tech At Bloomberg (2017) A look back: The Bloomberg Keyboard, techatbloomberg.com, 25 May.

RYBN (2015) ADMXI. Available at:

Aronson, D. R. (2007) Evidence-based technical analysis: applying the scientific method and statistical inference to trading signals. Hoboken, NJ: John Wiley & Sons.

Fisherkeller, M. A., Friedman, J. H. and Tukey, J. W. (1988) ‘PRIM-9: An interactive multidimensional data display and analysis system’, Dynamic Graphics for Statistics, pp. 91–109. Available at:

Gallaher, P., Hunt, R. and Williges, R. (1976) A regression approach to generate aircraft predictor information. ARL-76--11/ONR-76--2. Savoy, Ill: Aviation Research Laboratory TR University of Illinois at Urbana—Champaign.

Gann, W. D. (1935) ‘The Basis of My Forecasting Method’.

Gartley, H. M. (1935) Profits in the Stock Market. Lambert-Gann Publishing Co.

Grunwald, A. J., Robertson, J. B. and Hatfield, J. J. (1980) ‘Evaluation of a computer-generated perspective tunnel display for flight path following’.

Inselberg, A. (1985) ‘The plane with parallel coordinates’, The Visual Computer, 1(2), pp. 69–91. doi: 10.1007/BF01898350.

Kelley, C. (1962) ‘Predictor instruments look into the future’, Control Engineering, 9(3), pp. 86–92.

Kelley, C. R. (1960) Developing and Testing the Effectiveness of the ‘Predictor Instrument’. DUNLAP AND ASSOCIATES EAST INC NORWALK CT.

Khaldūn, I. (1967) The Muqaddimah : an introduction to history. Translated by F. Rosenthal. Princeton, N.J: Princeton University Press. Available at:

LeCun, Y. (1987). Modèles Connexionnistes de l’Apprentissage. Université Paris 6.

Lo, A. W., Mamaysky, H. and Wang, J. (2000) ‘Foundations of Technical Analysis: Computational Algorithms, Statistical Inference, and Empirical Implementation’, The journal of finance, 55(4), pp. 1705–1765. doi: 10.1111/0022-1082.00265.

Maaten, L. van der and Hinton, G. (2008) ‘Visualizing data using t-SNE’, Journal of machine learning research, 9(Nov), pp. 2579–2605.

Mandelbrot, B. (1963) ‘The Variation of Certain Speculative Prices’, The Journal of Business, 36(4), pp. 394–419. Available at:

McCulloch, W. S., & Pitts, W. (1943). A logical calculus of the ideas immanent in nervous activity. The Bulletin of Mathematical Biophysics, 5(4), 115–133.

Mindell, D. A. (1995) ‘Anti-aircraft fire control and the development of integrated systems at Sperry, 1925-40’, IEEE Control Systems Magazine, 15(2), pp. 108–113. Available at:

Moller, H. and Sachs, G. (1994) ‘Synthetic vision for enhancing poor visibility flight operations’, IEEE Aerospace and Electronic Systems Magazine, 9(3), pp. 27–33.

Morse, P. M. (1951) Methods Of Operations Research. New York, NY, USA: The Technology Press of M.I.T., John Wiley & Sons. Available at:

NYS Division of Criminal Justice Services. (2012). NYS COMPAS Probation Risk and Need Assessment Study, 1–55.

Northpointe. (2016). COMPAS Risk Assessment, 1–1.

Richardson, H. R. and Stone, L. D. (1971) ‘Operations analysis during the underwater search for scorpions’, Naval Research Logistics Quarterly, 18(2), pp. 141–157. Available at:

Rosenblatt, F. (1960). Mark I perceptron operators’ manual. CORNELL AERONAUTICAL LAB INC BUFFALO NY.

Rosenblatt, F. (1961). Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms. CORNELL AERONAUTICAL LAB INC BUFFALO NY.

TradingView (2017) Gann Fan, TradingView Wiki. Available at:

Vo, T. V., & Soh, H. (2018). Generation meets recommendation: proposing novel items for groups of users. In Proceedings of the 12th ACM Conference on Recommender Systems - RecSys ’18 (pp. 145–153). Vancouver, British Columbia, Canada: ACM Press.

Wang, Y., & Kosinski, M. (2017). Deep neural networks are more accurate than humans at detecting sexual orientation from facial images. Journal Of Personality And Social Psychology.

Wegman, E. J. (1990) ‘Hyperdimensional Data Analysis Using Parallel Coordinates’, Journal of the American Statistical Association, 85(411), pp. 664–675. doi: 10.2307/2290001.

Williams, R. J. (1986). The Logic of Activation Functions. In D. E. Rumelhart & J. L. McClelland (Eds.), Parallel Distributed Processing. Cambridge, MA: MIT Press.

jayanvarsani94 (2019) BEARISH BITCOIN FORECAST - LARGE CORRECTION DUE, TradingView UK. Available at:

Actuarial Society of America (1903) Experience of Thirty-four Life Companies Upon Ninety-eight Special Classes of Risks.

Allan H. Schmidt (1967) A Pictorial History of the Expansion of the Lansing, MI Metropolitan Area using "SYMAP" time-lapse. Harvard University Lab For Computer Graphics and Spatial Analysis

Anderson, E. (1936) ‘The species problem in Iris’, Annals of the Missouri Botanical Garden, 23(3), pp. 457–469–471–483.

Baily, F. (1802) Tables for the purchasing and renewing of leases.

Baily, F. (1822) Astronomical Tables and Remarks for the Year 1822.

Bogomolov, A., Lepri, B., Staiano, J., Oliver, N., Pianesi, F. and Pentland, A. (2014) ‘Once Upon a Crime: Towards Crime Prediction from Demographics and Mobile Data’, arXiv.org.

Chien, Y. T. (1976) ‘Interactive Pattern Recognition: Techniques and Systems’, Computer, 9(5), pp. 11–25.

Clairaut, A. C. (1762) Recherches sur la comete des annees 1531,1607, 1682 et 1759 pour servir de supplement a la theorie, par laquelle on avait annonce en 1758 le tems du retour de cette comete.

Copeland, D. G., Mason, R. O., & McKenney, J. L. (1995). Sabre: The development of information-based competence and execution of information-based competition. IEEE Annals of the History of Computing, 17(3), 30–56.

Cortes, C. and Vapnik, V. (1995) ‘Support-vector networks’, Machine learning. Springer, 20(3), pp. 273–297.

Covington, P., Adams, J., & Sargin, E. (2016). Deep Neural Networks for YouTube Recommendations. In Proceedings of the 10th ACM Conference on Recommender Systems (pp. 191–198). Boston, MA, USA: ACM.

Data for Decision. (1968) Film. David Millar dir. Canada: National Film Board of Canada.

Eagle, N. and Pentland, A. (2005) ‘Reality mining: sensing complex social systems’, Personal and Ubiquitous Computing, 10(4), pp. 255–268. doi: 10.1007/s00779-005-0046-3.

Endor. (2018). Endor.com website. [Accessed 12 Feb. 2018].

Fisher, I., & Fisk, E. L. (1915). How to live: rules for healthful living, based on modern science. New York, Funk & Wagnalls Co.

Fisher, R. A. (1936) ‘The Use of Multiple Measurements in Taxonomic Problems’, Annals of Eugenics. Blackwell Publishing Ltd, 7(2), pp. 179–188.

Freund, Y. and Schapire, R. (1999) A tutorial on boosting.

Freund, Y. and Schapire, R. (1999) ‘A short introduction to boosting’, Journal of the Japanese Society For Artificial Intelligence. 14(5), pp. 771–780.

Galton, F. (1886) ‘Regression towards mediocrity in hereditary stature.’, The Journal of the Anthropological Institute of Great Britain and Ireland. 15, pp. 246–263.

Galton, F. (1888) Natural inheritance. Macmillan and Company.

Halley, E. (1693) ‘An Estimate on the Degrees of Mortality of Mankind, drawn from the Curious Tables of the Births and Funerals at the City of Breslau; with an Attempt to Ascertain the Price of Annuities upon Lives’, Philosophical Transactions of the Royal Society, 17, pp. 596–610.

Herschel, J. F. W. (1833) “On the Investigation of the Orbits of Revolving Double Stars: Being a Supplement to a Paper Entitled ‘Micrometrical Measures of 364 Double Stars &c, &c,’” Memoirs of the Royal Astronomical Society, 5:171–222.

Jacobi, J. A., Benson, E. A., & Linden, G. D. (2006). Personalized recommendations of items represented within a database. US7113917.

Jiang, L., Miao, Y., Yang, Y., Lan, Z., & Hauptmann, A. G. (2014). Viral Video Style: A Closer Look at Viral Videos on YouTube (pp. 193–200). Glasgow, United Kingdom: ACM Press.

Karl Pearson F.R.S (1901) ‘LIII. On lines and planes of closest fit to systems of points in space’, The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science, 2(11), pp. 559–572. doi: 10.1080/14786440109462720.

Koren, Y., Bell, R., & Volinsky, C. (2009). Matrix Factorization Techniques for Recommender Systems. Computer, 42(8), 30–37.

Laplace, P. S. (1771) ‘Mémoire sur la probabilité des causes par les évènements’, Mémoires de l'Academie Royale des Sciences. Paris, 6, pp. 621–656.

Laplace, P. S. (1814) A Philosophical Essay on Probabilities. Translated by F. W. Truscott and F. L. Emory.

Lombroso, C. (1895) L‘homme criminel : criminel né, fou moral, épileptique, criminel fou, criminel d’occasion, criminel par passion : étude anthropologique et psychiatrique.

Lombroso, C. and Ferrero, G. (1903) La donna delinquente; la prostituta e la donna normale ... Torino: Fratelli Bocca.

McKinlay, C. (2014) Optimal Cupid. CreateSpace.

Minsky, M. L., & Papert, S. (1988). Perceptrons : an introduction to computational geometry. Cambridge, MA: MIT Press. (Original work published 1969)

OkCupid (2014) okcupid.com, 1 February.

Pentland, A. (2014) Social physics: how good ideas spread-the lessons from a new science. New York: The Penguin Press.

Post Office Glasgow Directory for 1880-1881. (1880). Glasgow: William Mackenzie.

Quetelet, A. (1844) Du systeme social et des lois qui le regissent.

Quetelet, A. (1870) Anthropométrie ou mesure des différentes facultés de l'homme.

Resnick, P., Iacovou, N., Suchak, M., Bergstrom, P., & Riedl, J. (1994). GroupLens: an open architecture for collaborative filtering of netnews. Proceedings of the 1994 ACM Conference on Computer Supported Cooperative Work, 175–186.

Riedl, J., Konstan, J. A., & Vrooman, E. (2002). Word of Mouse: The Marketing Power of Collaborative Filtering. New York, N.Y: Warner Books.

Rossmo, D K. (1998) Expert system method of performing crime site analysis, issued 1998.

Rumelhart, D. E., & McClelland, J. L. (1986). Parallel Distributed Processing. Cambridge, MA: MIT Press.

Russel, H. N., Dugan, R. S. and Stewart, J. Q. (1926) A Revision Of Young's Manual Of Astronomy, Vol.I The Solar System. Ginn & co.

Stewart, J. Q. (1948) ‘Demographic Gravitation: Evidence and Applications’, Sociometry. American Sociological Association, 11(1/2), pp. 31–58.

Vaught, L.A. (1902) Vaught's practical character reader, Chicago: L.A. Vaught

Warntz, W. (1956) ‘Measuring Spatial Association with Special Consideration of the Case of Market Orientation of Production’, Journal of the American Statistical Association. American Statistical Association, 51(276), pp. 597–604.

Wu, X. and Zhang, X. (2016) ‘Automated Inference on Criminality using Face Images’, arXiv.org.

Zipf, G. K. (1942) ‘The Unity of Nature, Least-Action, and Natural Social Science’, Sociometry. American Sociological Association, 5(1), pp. 48–62.

de Moivre, A. (1756). The doctrine of chances: or, A method of calculating the probabilities of events in play. London: Printed for A. Millar, in the Strand.