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Effective Hand Strength (EHS) is a poker algorithm conceived by computer scientists Darse Billings, Denis Papp, Jonathan Schaeffer and Duane Szafron that was published for the first time in the research paper (1998). "Opponent Modeling in Poker" (PDF). AAAI-98 Proceedings.
The blinds were 50 and 100 chips for every hand, and both the human's and computer's chip stack were reset to 20,000 at the beginning of each hand. Halfway through the match, the human team was ahead 458,000 chips versus Claudico. [6] The humans went on to increase their lead, winning the match by 732,713 chips.
In poker, the Independent Chip Model (ICM), also known as the Malmuth–Harville method, [1] is a mathematical model that approximates a player's overall equity in an incomplete tournament. David Harville first developed the model in a 1973 paper on horse racing ; [ 2 ] in 1987, Mason Malmuth independently rediscovered it for poker. [ 3 ]
At the end of the competition, Libratus was ahead $1,766,250 in chips and thus won resoundingly. As the big blind in the matches was set to $100, Libratus' winrate is equivalent to 14.7 big blinds per 100 hands. This is considered an exceptionally high winrate in poker and is highly statistically significant. [7]
In no-limit or pot-limit poker, a player's M-ratio (also called "M number", "M factor" [1] or just "M") is a measure of the health of a player's chip stack as a function of the cost to play each round. In simple terms, a player can sit passively in the game, making only compulsory bets, for M laps of
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The competition was held at the 2007 Association for the Advancement of Artificial Intelligence (AAAI) conference, which also hosted an international competition between computer poker programs. Out of four matches against the human professionals, Polaris won one, tied one, and lost twice; overall, the humans won the competition by a small ...
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