Hey guys! Thought of sharing with you :) I have used association rule mining to extract game positions that ensure a win for X. The move I was interested was the 4th one. And I have got pretty interesting results on that.
http://cryptex-cs.blogspot.de/2014/06/association-rule-mining-tic-tac-toe.html
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