Thursday, July 26, 2007

Humans eke out poker victory

But only due to a bad decision by the human designers of the robot team! :-)

Earlier post here.

NYTimes: The human team reached a draw in the first round even though their total winnings were slightly less than that of the computer. The match rules specified that small differences were not considered significant because of statistical variation. On Monday night, the second round went heavily to Polaris, leaving the human players visibly demoralized.

“Polaris was beating me like a drum,” Mr. Eslami said after the round.

However, during the third round on Tuesday afternoon, the human team rebounded, when the Polaris team’s shift in strategy backfired. They used a version of the program that was supposed to add a level of adaptability and “learning.”

Unlike computer chess programs, which require immense amounts of computing power to determine every possible future move, the Polaris poker software is largely precomputed, running for weeks before the match to build a series of agents called “bots” that have differing personalities or styles of play, ranging from aggressive to passive.

The Alberta team modeled 10 different bots before the competition and then chose to run a single program in the first two rounds. In the third round, the researchers used a more sophisticated ensemble of programs in which a “coach” program monitored the performance of three bots and then moved them in and out of the lineup like football players.

Mr. Laak and Mr. Eslami won the final round handily, but not before Polaris won a $240 pot with a royal flush than beat Mr. Eslami’s three-of-a-kind. The two men said that Polaris had challenged them far more than their human opponents.

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