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Abstraction for Solving Large Incomplete-Information …

Abstraction for Solving Large Incomplete-Information GamesTuomas SandholmComputer Science DepartmentCarnegie Mellon UniversityAbstractMost real-world games and many recreational gamesare games of incomplete information . Over the lastdozen years, Abstraction has emerged as a key enablerfor Solving Large Incomplete-Information games . First,the game is abstracted to generate a smaller, abstractgame that is strategically similar to the original , an approximate equilibrium is computed inthe abstract game. Third, the strategy from the abstractgame is mapped back to the original this paper, I will review key developments in thefield. I present reasons for abstracting games , and pointout the issue of Abstraction pathology. I then review thepractical algorithms for information Abstraction and ac-tion Abstraction . I then cover recent theoretical break-throughs that beget bounds on the quality of the strategyfrom the abstract game, when measured in the originalgame.

Abstraction for Solving Large Incomplete-Information Games Tuomas Sandholm Computer Science Department Carnegie Mellon University Abstract Most real-world games and many recreational games

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