kelly criterion [5c2aaa5a]
Tags: statistics
- www.herrold.com/brokerage/kelly.pdf
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Criterion: \( f^* = p - \frac{q}{b} = \frac{bp-q}{b} = \frac{bp-(1-p)}{b} = \frac{p(b+1) - 1}{b}\)
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\(f^*\) is the fraction of the current bankroll to wager
- how much to bet
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\(b\) is the net odds received on the wager
- betting $10, on win, rewards $4 -> \(b = 0.4\)
- \(p\) is the probability of a win
- \(q = 1-p\) is the probability of loss
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Maximize the expected log of wealth
- sometimes known as the "geometric mean maximizing portfolio strategy", maximimizing logarithmic utility, etc
- derived from Shannon - A Mathematical Theory of Communication
- relatively simple proof: en.wikipedia.org/wiki/Kelly_criterion#Proof
- Usage in blackjack: wayback.archive-it.org/all/20090320125959/http://www.edwardothorp.com/sitebuildercontent/sitebuilderfiles/KellyCriterion2007.pdf
- www.amazon.com/dp/B000SBTWNC/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1