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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) ā€” 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=ARāˆ’(12āˆ—Ļƒ2)GR = AR -(\frac{1} {2} * \sigma ^2)

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

Kelly Criterion, Generalized

W = win probability

B = loss %

A = gain %

Kelly%=WBāˆ’(1āˆ’W)A\LARGE Kelly \% = \frac{W}{B} - \frac{(1-W)}{A}

Kelly Growth Factor Formula:

GR(f)=(fāˆ’f22))āˆ—u2Ļƒ2)\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
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Simple Examples

Coin has 60% chance of heads, 40% tails. You win 1 when heads, lose 1 when tails. In this case, bet 60-40 or 20% of bankroll each time.

If you got 2:1 odds (make $2 when heads, lose $1 when tails) then bet 40%. You take 40% and divide it by 2 (20%). Subtract 60% cahnce of winning from 20% chance of losing (with odds) and bet 40%.

If odds were reversed (lose 2 tails, make 1 heads). Take the 40% chance of losing, divide by .5 (80%). 60-80 = NEGATIVE 20 so you dont bet

Use this one for gain factor

Everything Weā€™ve Learned About Modern Economic Theory Is Wrong - Bloomberg
The Kelly Criterion - Quantitative Trading
Wall Street University: BettingĀ Markets
10K Kelly Criterion
The Kelly criterion: How to size bets