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Ergodicity & Kelly Betting

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Arithmetic return is over 1 period. Over long run, geometric return is what matters. Higher vol drags down geometric return. Ex: Heads win 50%, tails lose 40%. You would obviously play this one time (actually more) but if you have to play forever you will mathematically go broke.

He is maximizing the geometric return (not leveraged) — geometric mean frontier and solve for peak

Optimal Kelly = maximum sharpe ratio portoflio (so have to leverage)

Key Takewaways:

  • Geometric return is all that matters in long run
  • If two assets have same geo return, mix them 50/50, correlations and variance do not matter
  • Negative correlation helps, positive hurts. Can include -ve return assets if they hvae -ve correlation.
  • Variance is additive, standard deviations are not (for calcing SD of a portfolio)

Geometric Return Formulas:

GR = Geometric Return, AR = Arithmetic Return

GR=AR(12σ2)GR = AR -(\frac{1} {2} * \sigma ^2)

GR=AR(12Variance)GR = AR - \lparen\frac{1}{2} * Variance)

Kelly Criterion, Generalized

https://blogs.cfainstitute.org/investor/2018/06/14/the-kelly-criterion-you-dont-know-the-half-of-it/#:~:text=Created in 1956 by John,investor expects a positive return.

W = win probability

B = loss %

A = gain %

Kelly%=WB(1W)A\LARGE Kelly \% = \frac{W}{B} - \frac{(1-W)}{A}

Kelly Growth Factor Formula:

GR(f)=(ff22))u2σ2)\LARGE GR(f) = (f-\frac{f^2}{2})) * \frac{u^2}{\sigma^2})

Flip a coin. Heads you win 50%, tails you lose 40%. How much do you bet?

Kelly Calculator

NameWin %Win AmountLoss AmountBet SizeGain Factor
Game 1
19.24%
500%
100%
0.229
4.831448744052506e+39
Tail Puts
70%
50%
100%
2.08
3.0426425535513843e+141
MU call Spreads
90%
100%
100%
1.79
9.430298923255593e+202
Simple Examples
Kelly Links

Use this one for gain factor

Everything We’ve Learned About Modern Economic Theory Is Wrong - BloombergThe Kelly Criterion - Quantitative TradingWall Street University: Betting Markets10K Kelly CriterionThe Kelly criterion: How to size bets