How much to bet
You may bet repeatedly on a coin that lands heads with probability . Each time you choose a fraction of your current wealth to bet on heads; you win that amount on heads and lose it on tails.
Which fraction maximises the long-run growth rate of your wealth?
Fractions, decimals with at least 3 significant digits, and expressions such as sqrt(2)/2, e^-1 or pi/4.
After many bets, wealth behaves like , where .
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s Shown after a correct answer. Revealing it first marks the problem as seen, not solved.
Idea. Repeated bets multiply your wealth, so the long-run growth rate is the expected logarithm of one multiplier. Maximise it.
Step 1: growth rate. One bet multiplies wealth by with probability and by with probability . By the law of large numbers, with
Step 2: maximise. means , that is . is concave, so this is the maximum: bet of your wealth each time.
The Kelly formula. For a bet paying to with win probability and , the optimal fraction is , the edge divided by the odds. Here : .
Why not more? Expected wealth is largest if you bet everything, but one tail ruins you. Betting twice the Kelly fraction () gives : in the long run you almost surely lose money even though every bet has positive expectation.