On Kelly betting: Some limitations

The focal point of this paper is the so-called Kelly Criterion, a prescription for optimal resource allocation among a set of gambles which are repeated over time. The criterion calls for maximization of the expected value of the logarithmic growth of wealth. While significant literature exists providing the rationale for such an optimization, this paper concentrates on the limitations of the Kelly-based theory. To this end, we fill a void in published results by providing specific examples quantifying what difficulties are encountered when Taylor-style approximations are used and when wealth drawdowns are considered. For the case of drawdown, we describe some research directions which we feel are promising for improvement of the theory.

[1]  W. Sharpe The Sharpe Ratio , 1994 .

[2]  A. G. Keller The Fallacy of the , 1945 .

[3]  P. Samuelson The "fallacy" of maximizing the geometric mean in long sequences of investing or gambling. , 1971, Proceedings of the National Academy of Sciences of the United States of America.

[4]  Giuseppe Carlo Calafiore,et al.  Triggering long-short trades on indexes , 2010 .

[5]  W. Ziemba,et al.  Capital growth with security , 2004 .

[6]  B. Ross Barmish,et al.  A drawdown formula for stock trading via linear feedback in a market governed by Brownian Motion , 2013, 2013 European Control Conference (ECC).

[7]  N. H. Hakansson. ON OPTIMAL MYOPIC PORTFOLIO POLICIES, WITH AND WITHOUT SERIAL CORRELATION OF YIELDS , 1971 .

[8]  Sergei Maslov,et al.  Optimal Investment Strategy for Risky Assets , 1998 .

[9]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[10]  John L. Kelly,et al.  A new interpretation of information rate , 1956, IRE Trans. Inf. Theory.

[11]  B. Ross Barmish,et al.  On a New Paradigm for Stock Trading Via a Model-Free Feedback Controller , 2016, IEEE Transactions on Automatic Control.

[12]  Justin K. Rising,et al.  Partial Kelly portfolios and shrinkage estimators , 2012, 2012 IEEE International Symposium on Information Theory Proceedings.

[13]  Vasily Nekrasov,et al.  Kelly Criterion for Multivariate Portfolios: A Model-Free Approach , 2014 .

[14]  William T. Ziemba,et al.  Long-term capital growth: the good and bad properties of the Kelly and fractional Kelly capital growth criteria , 2010 .

[15]  E. Thorp The Kelly Criterion in Blackjack Sports Betting, and the Stock Market , 2008 .

[16]  E. Thorp,et al.  The Kelly criterion and the stock market , 1992 .

[17]  Thomas M. Cover,et al.  An algorithm for maximizing expected log investment return , 1984, IEEE Trans. Inf. Theory.

[18]  William T. Ziemba,et al.  Growth versus security tradeoffs indynamic investment analysis , 1999, Ann. Oper. Res..

[19]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.