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Better Chess through Genetic Programming

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A tutorial on genetic programming with applications to chess.

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Better Chess Through Genetic Programming Christopher Swenson [email_address]
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object]
Programming Chess ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Solution ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ïĄï€­ïą Minimax ,[object Object],[object Object],[object Object]
Minimax Tree
Evaluation Functions ,[object Object],[object Object],[object Object],[object Object]
Example
Genetic Algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Genetic Programming ,[object Object],[object Object],[object Object],[object Object]
Crossover Function A Function B (# Queens x 9) + (# Pawns) # Knights / 2 Select two functions from gene pool at random
Crossover (cont’d.) Function A Function B (# Queens x 9) + (# Pawns) # Knights / 2 Select a node on each function at random for crossover
Crossover (cont’d.) New Function A New Function B (# Queens x 9) + (# Knights / 2) # Pawns Swap
Gene Pool ,[object Object],[object Object],[object Object],[object Object]
Why Genetic Programming? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Simpler Task ,[object Object],[object Object],[object Object]
Why Loser’s Chess? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Work So Far ,[object Object],[object Object],[object Object],[object Object]
Preliminary Results ,[object Object],[object Object],[object Object],[object Object]
Some Example Chromosomes for Normal Chess ,[object Object],[object Object],[object Object],[object Object]
8 th Generation (White) vs. 1 st Generation (Black)
But What About Humans? ,[object Object],[object Object]
Future Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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