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» A Learning Architecture for the Game of Go

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ICML
2006
IEEE

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Bayesian pattern ranking for move prediction in the game of Go

14 years 6 months ago

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We investigate the problem of learning to predict moves in the board game of Go from game records of expert players. In particular, we obtain a probability distribution over legal...

David H. Stern, Ralf Herbrich, Thore Graepel

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NIPS
2004

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Modelling Uncertainty in the Game of Go

13 years 6 months ago

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Go is an ancient oriental game whose complexity has defeated attempts to automate it. We suggest using probability in a Bayesian sense to model the uncertainty arising from the va...

David H. Stern, Thore Graepel, David J. C. MacKay

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IJCAI
2007

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Reinforcement Learning of Local Shape in the Game of Go

13 years 6 months ago

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We explore an application to the game of Go of a reinforcement learning approach based on a linear evaluation function and large numbers of binary features. This strategy has prov...

David Silver, Richard S. Sutton, Martin Mülle...

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CG
2004
Springer

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Learning to Estimate Potential Territory in the Game of Go

13 years 10 months ago