Know when to fold 'em: computer aces
Texas hold 'em poker
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[January 13, 2015]
By Sharon Begley
NEW YORK (Reuters) - Almost always raise
your opponent's first bet, which can provoke an immediate fold. In later
rounds, if your opponent raises, re-raise if you're holding at least a
pair of threes. Err on the side of playing a hand, not folding.
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These and thousands of other decisions in the popular two-person
version of the poker game "limit Texas hold 'em" produce a strategy
so close to optimal that it cannot be beaten in the long run,
according to a study published on Thursday in the journal Science.
A computer program running this strategy is the first to "solve" any
form of poker: it plays as close to perfectly as is mathematically
possible, coming out no worse than even (over many hands) no matter
what an opponent holds or does, said computer scientist Michael
Bowling of the University of Alberta, who led the research.
Far from being a frivolous exercise, the poker-playing program
"Cepheus" could be applied to cybersecurity, medicine, and even
business negotiations, said Carnegie Mellon University computer
scientist Sam Ganzfried, co-author of the program that won the 2014
computer poker competition.
"The result is a significant achievement in computer poker and in
artificial intelligence," he said.
Computers and games have a long intertwined history. Programs that
beat the best human players at checkers, chess, and Jeopardy! have
served as testbeds for advances in artificial intelligence as well
as more mundane matters: strategies used by chess-playing computers,
for instance, led to optimization strategies for sewer routing,
Bowling said.
Poker presents an especially steep challenge because, unlike in
chess or checkers, a computer does not know its opponent's situation
- his cards. And the number of theoretically possible situations
where players must estimate odds and choose whether to bet, call,
raise, or fold is so huge - 319 trillion - that it taxes any
machine's computational and memory capacity.
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Cepheus plays two-person limit Texas hold 'em. ("Limit" means the
size of bets and number of raises are capped.) The dealer gives each
player two cards face down, and then five shared cards, one at a
time and face up. Players bet after each deal and use the shared
cards to assemble the best-possible five-card hand.
Among Cepheus's winning strategies: almost always raise after the
first two cards, but fold with likely losers such as a 3 and 7 or a
2 and Jack. The public can see the ideal moves and play against
Cepheus at http://poker.srv.ualberta.ca.
(Reporting by Sharon Begley; Editing by Doina Chiacu)
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