Applying fuzzy theory and case-based reasoning approach for managing strategical and tactical reasoning in StarCraft
Applying fuzzy theory and case-based reasoning approach for managing strategical and tactical reasoning in StarCraft
By:Pedro Antonio Cadena Vázquez
Published on 2011 by
This thesis aims at describing, analyzing, implementing and discussing fuzzy set theory and Case-Based Reasoning (CBR) for strategical and tactical management in the real-time strategy game of StarCraft. In order to play a complete match of StarCraft this thesis divides the problem in four categories: resource management, strategical management, tactical management and micro organization. Case-based reasoning is a problem solving AI approach that uses past experience to deal with actual problems. A new problem is solved by finding a similar past case, and reusing it in the new problem situation. Fuzzy set theory is used in case representation to provide a characterization of imprecise and uncertain information. In this thesis, the combination of fuzzy sets and case-based reasoning is called Fuzzy Case-Based Reasoning (FCBR). CBR was applied to reason about strategies while FCBR was applied to deal with tactical reasoning. The resulting system was victorious in 60% of the games, it was defeated in 25% of the games, getting ties in 15% of the matches. The results revealed that our system can successfully reason about strategies and tactics, defeating the built-in AI of StarCraft. The principal conclusion was that FCBR can reason with abstract information and a large space of actions. Moreover, the resulting system shows its potential to incorporates human knowledge and can effectively adapt to varying conditions of the map.
This Book was ranked at 3 by Google Books for keyword The Map of Time.
Book ID of Applying fuzzy theory and case-based reasoning approach for managing strategical and tactical reasoning in StarCraft's Books is YbeinQAACAAJ, Book which was written byPedro Antonio Cadena Vázquezhave ETAG "vXhc5TWGYvM"
Book which was published by since 2011 have ISBNs, ISBN 13 Code is and ISBN 10 Code is
Reading Mode in Text Status is false and Reading Mode in Image Status is false
Book which have " Pages" is Printed at BOOK under Category
This Book was rated by Raters and have average rate at ""
This eBook Maturity (Adult Book) status is NOT_MATURE
Book was written in en
eBook Version Availability Status at PDF is falseand in ePub is false
Book Preview
0 Response to "Applying fuzzy theory and case-based reasoning approach for managing strategical and tactical reasoning in StarCraft"
Post a Comment