References

Aggarwal, Gagan, Ashish Goel, and Rajeev Motwani. 2006. “Truthful Auctions for Pricing Search Keywords.” In Proceedings of the 7th Acm Conference on Electronic Commerce, 1–7. EC ’06. New York, NY, USA: ACM. doi:10.1145/1134707.1134708.

Allenby, Greg M., and Peter Rossi. 1998. “Marketing Models of Consumer Heterogeneity.” Journal of Econometrics 89 (1-2): 57–78. http://EconPapers.repec.org/RePEc:eee:econom:v:89:y:1998:i:1-2:p:57-78.

Allenby, Greg M., David G. Bakken, and Peter E. Rossi. 2004. “The Hb Revolution: How Bayesian Methods Have Changed the Face of Marketing Research.” Marketing Research 16 (2): 20–25.

Andersen, Leif, Jakob Sidenius, and Susanta Basu. 2003. “All Your Hedges in One Basket.” Risk November: 67–72.

Black, Fischer, and Myron Scholes. 1973. “The Pricing of Options and Corporate Liabilities.” Journal of Political Economy 81 (3): 637–54. doi:10.1086/260062.

Bollerslev, Tim. 1986. “Generalized autoregressive conditional heteroskedasticity.” Journal of Econometrics 31 (3): 307–27. https://ideas.repec.org/a/eee/econom/v31y1986i3p307-327.html.

Brander, James A., Raphael Amit, and Werner Antweiler. 2002. “Venture-Capital Syndication: Improved Venture Selection Vs. the Value-Added Hypothesis.” Journal of Economics & Management Strategy 11 (3). Blackwell Publishing Ltd.: 423–52. doi:10.1111/j.1430-9134.2002.00423.x.

Breiman, Leo. 2001. “Random Forests.” Mach. Learn. 45 (1). Hingham, MA, USA: Kluwer Academic Publishers: 5–32. doi:10.1023/A:1010933404324.

Browne, Sid, and Ward Whitt. 1996. “Portfolio Choice and the Bayesian Kelly Criterion.” Advances in Applied Probability 28: 1145–76.

Cerny, Ales. 2009. Mathematical Techniques in Finance: Tools for Incomplete Markets. Princeton, New Jersey: Princeton University Press.

Culotta, Aron. 2010. “Towards Detecting Influenza Epidemics by Analyzing Twitter Messages.” In Proceedings of the First Workshop on Social Media Analytics, 115–22. SOMA ’10. New York, NY, USA: ACM. doi:10.1145/1964858.1964874.

Das, Sanjiv. 2013. “Digital Portfolios.” The Journal of Portfolio Management Winter: 41–48.

Das, Sanjiv R., and Mike Y. Chen. 2007. “Yahoo! For Amazon: Sentiment Extraction from Small Talk on the Web.” Manage. Sci. 53 (9). Institute for Operations Research; the Management Sciences (INFORMS), Linthicum, Maryland, USA: INFORMS: 1375–88. doi:10.1287/mnsc.1070.0704.

Das, Sanjiv, and Rangarajan Sundaram. 1996. “Auction Theory: A Summary with Applications and Evidence from the Treasury Markets.” Financial Markets, Institutions and Instruments 5 (5): 1–36.

Dean, Jeffrey, and Sanjay Ghemawat. 2008. “MapReduce: Simplified Data Processing on Large Clusters.” Commun. ACM 51 (1): 107–13. doi:10.1145/1327452.1327492.

Dempster, A. P., N. M. Laird, and D. B. Rubin. 1977. “Maximum Likelihood from Incomplete Data via the Em Algorithm.” Journal of the Royal Statistical Society. Series B (Methodological) 39 (1). [Royal Statistical Society, Wiley]: 1–38. http://www.jstor.org/stable/2984875.

Domingos, Pedro. 1999. “The Role of Occam’s Razor in Knowledge Discovery.” Data Min. Knowl. Discov. 3 (4). Hingham, MA, USA: Kluwer Academic Publishers: 409–25. doi:10.1023/A:1009868929893.

———. 2012. “A Few Useful Things to Know About Machine Learning.” Commun. ACM 55 (10). New York, NY, USA: ACM: 78–87. doi:10.1145/2347736.2347755.

Engle, Robert F. 1982. “Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation.” Econometrica 50 (4). [Wiley, Econometric Society]: 987–1007. http://www.jstor.org/stable/1912773.

Ghiassi, M., H. Saidane, and D. K. Zimbra. 2005. “A Dynamic Artificial Neural Network Model for Forecasting Time Series Events.” International Journal of Forecasting 21 (2): 341–62.

Ginsberg, Jeremy, Matthew Mohebbi, Rajan Patel, Lynnette Brammer, Mark Smolinski, and Larry Brilliant. 2009. “Detecting Influenza Epidemics Using Search Engine Query Data.” Nature 457: 1012–4. http://www.nature.com/nature/journal/v457/n7232/full/nature07634.html.

Granger, C W J. 1969. “Investigating Causal Relations by Econometric Models and Cross-Spectral Methods.” Econometrica 37 (3): 424–38. https://ideas.repec.org/a/ecm/emetrp/v37y1969i3p424-38.html.

Halevy, Alon Y., Peter Norvig, and Fernando Pereira. 2009. “The Unreasonable Effectiveness of Data.” IEEE Intelligent Systems 24 (2): 8–12. doi:10.1109/MIS.2009.36.

Hutchinson, James M, Andrew Lo, and Tomaso Poggio. 1994. “A Nonparametric Approach to Pricing and Hedging Derivative Securities via Learning Networks.” Journal of Finance 49 (3): 851–89. http://EconPapers.repec.org/RePEc:bla:jfinan:v:49:y:1994:i:3:p:851-89.

Kanniainen, Vesa, and Christian Keuschnigg. 2003. “The Optimal Portfolio of Start-up Firms in Asset Capital Finance.” Journal of Corporate Finance 9 (5): 521–34.

Lavinio, Stefano. 2000. The Hedge Fund Handbook. New York: McGraw-Hill, Irwin Library of Investment & Finance.

Lerner, Joshua. 1994. “The Syndication of Venture Capital Investments.” Financial Management 23 (3). [Financial Management Association International, Wiley]: 16–27. http://www.jstor.org/stable/3665618.

Lo, Andrew W., and A. Craig MacKinlay. 1999. A Non-Random Walk down Wall Street. Princeton University Press. http://www.jstor.org/stable/j.ctt7tccx.

Loukides, Michael. 2012. What Is Data Science. Sebastopol, California: O’Reilly.

Mayer-Schönberger, Viktor, and Kenneth Cukier. 2013. Big Data: A Revolution That Will Transform How We Live, Work, and Think. Second. New York, NY: Houghton Mifflin Harcourt.

Mezrich, Ben. 2002. Bringing down the House: The Inside Story of Six Mit Students Who Took Vegas for Millions. New York: Free Press.

Mitchell, Thomas M. 1997. Machine Learning. 1st ed. New York, NY, USA: McGraw-Hill, Inc.

Newey, Whitney K., and Kenneth D. West. 1987. “A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix.” Econometrica 55 (3). [Wiley, Econometric Society]: 703–8. http://www.jstor.org/stable/1913610.

Patil, Dhanurjay. 2011. Building Data Science Teams. Sebastopol, California: O’Reilly.

———. 2012. Data Jujitsu. Sebastopol, California: O’Reilly.

Sarin, Atulya, Sanjiv Ranjan Das, and Murali Jagannathan. 2003. “The Private Equity Discount: An Empirical Examination of the Exit of Venture Backed Companies.” Journal of Investment Management 1 (1): 152–77.

Schapire, Robert E., and Yoram Singer. 1999. “Improved Boosting Algorithms Using Confidence-Rated Predictions.” In Machine Learning, 80–91.

Siegel, Eric. 2013. Predictive Analytics. New Jersey: John-Wiley; Sons.

“The Performance of Private Equity Funds: Does Diversification Matter?” 2006. Discussion Papers 192, SFB/TR 15, University of Munich.

Thorp, Edward. 1962. Beat the Dealer: A Winning Strategy for the Game of Twenty-One. New York: Random House.

Thorp, Edward O. 2011. “The Kelly Criterion in Blackjack Sports Betting, and the Stock Market.” In THE KELLY CAPITAL GROWTH INVESTMENT CRITERION THEORY and PRACTICE, 789–832. World Scientific Book Chapters. World Scientific Publishing Co. Pte. Ltd. https://ideas.repec.org/h/wsi/wschap/9789814293501_0054.html.