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Explore the application of fuzzy reasoning in the strategic stages of computer Go, focusing on human reasoning, group establishment, threat assessment, and future development using hybrid systems.
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Fuzzy ReasoninginComputer Go Opening Stage Strategy P.Lekhavat and C.J.Hinde
Game Objective • Surrounding most area on the board
Game Stages • Opening game • Middle game • End game
Opening game stage • Establish groups • Extend from own group • Prevent extension from opponent group • Reinforce weak group • Threaten invasion to opponent group
Human reasoning • Territory • Potential • Urgent Move • Large Move • Framework
Fuzzy Influence Conventional method Fuzzy Influence
Using Fuzzy reasoning in Positional judgement Group A status - slightly weak, thin, pretty light Strategy for white - create base, enlarge eye space Strategy for black - threaten, neutralise group influence
Hybrid SystemFuture development Fuzzy reasoning Pattern recognition Neural network Search tree Genetic algorithm
Conclusion • Fuzzy reasoning was intended to be used to reduce search space by narrowing local objective • It need to be combined with other techniques to explore the best move • Also need automatic learning system improve it efficiency
Middle game stage • Invade opponent territory • Defence their own territory
End game stage • Close the gap between each groups