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Bayes’ theorem in poker: updating hand ranges

On the river, 30% of the Loose-aggressive player's hands are missed draws. Then he bets, and the share of bluffs among his hands drops to 17.6%. Every action is evidence. Bayes' theorem tells you how far it should move your belief, starting from what you believed before: the prior.

The hand

River. You hold second pair, a bluff catcher: it beats his missed draws and nothing else. He bets 15 bb into 30 bb, so your call needs to win 15 ÷ (45 + 15) = 25% of the time.

Predict first

30% of his hands are missed draws. He bets every hand that beats you, but only half of his missed draws. Once he bets, are bluffs more or less than 30% of his hands?

  1. More than 30%
  2. Still 30%
  3. Less than 30%
Show the answer

Answer: Less than 30%

All his strong hands bet and only half his bluffs do, so a bet comes from strength more often than before: bluffs fall to 17.6%.

Working it out

Picture 100 of his hands: 30 missed draws and 70 that beat you. All 70 strong hands bet, and 15 of the missed draws do. Of the 85 bets, 15 are bluffs: 15 ÷ 85 = 17.6%. Your call needs at least 25%, so you fold, even though he does bluff here.

In practice you keep a range for each player and narrow it with each action. That is this same calculation, repeated hand type by hand type, street after street.

Formula

P(bluff | bet) = P(bluff) × P(bet | bluff) ÷ [P(bluff) × P(bet | bluff) + P(value) × P(bet | value)]

Check your understanding

  1. He holds a bluff 20% of the time and value 80%. He bets all his value hands and half his bluffs. He bets: what is the chance it is a bluff, in %?

    Show the answer

    Answer: 11.1%

    0.2 × 0.5 ÷ (0.2 × 0.5 + 0.8 × 1) = 0.1 ÷ 0.9 ≈ 11.1%.

  2. A Rock holds a bluff 5% of the time and bets every hand he has here, bluffs and value alike. He bets: what is the chance it is a bluff, in %?

    Show the answer

    Answer: 5%

    0.05 × 1 ÷ (0.05 × 1 + 0.95 × 1) = 5%. When every hand bets, the bet carries no information, and the prior stands.

The app adds an interactive tool for this lesson, a hand replay, narration and practice questions with new numbers every time.

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This lesson builds on ideas from chapter 3 of The Mathematics of Poker by Bill Chen and Jerrod Ankenman (ConJelCo, 2006), explained in our own words; nothing is copied from the book. Poker Math Coach is not affiliated with or endorsed by the authors or publisher.