With the development of technology and the growth of humans needs, artificial intelligence appears to the sight of the public and wields apparent influence in this world piece by piece, especially under the scheme of automation. There are many applications of artificial intelligence, such as computer games, software design, remote controlling, online meeting and so forth. This research will base on chess and card games, and make corresponding research via pattern matching, Bayesian network and TD algorithm application, making certain analysis to mentality of human and intelligent system. A large quantity of findings has been discovered that many researchers at home and abroad are keenly interested in this field through searching for assortments of relative references, looking through previous research results and inciting part of them. Throughout the world, Alan Turing once discussed the relationship between the next stage and machine intelligence with the paper chess machine. And Arthur Samuel, one of the founders of artificial intelligence, initiated a powerful Checkers Program when he studied and worked in this field. A lot of evidence shows the fact that machine games are one of the most riveting and challenging researches in artificial intelligence. Lots of scholars make some researches for it through kinds of matches and then draw corresponding conclusions.
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