书目名称 | Intelligent Systems | 副标题 | A Modern Approach | 编辑 | Crina Grosan,Ajith Abraham | 视频video | | 概述 | Covering all recent topics in the area of computational Intelligence in a well structured way.The state of the art of intelligent systems useable for researchers and graduate students.Written by leadi | 丛书名称 | Intelligent Systems Reference Library | 图书封面 |  | 描述 | .Computational intelligence is a well-established paradigm, where new theories with a sound biological understanding have been evolving. The current experimental systems have many of the characteristics of biological computers (brains in other words) and are beginning to be built to perform a variety of tasks that are difficult or impossible to do with conventional computers. As evident, the ultimate achievement in this field would be to mimic or exceed human cognitive capabilities including reasoning, recognition, creativity, emotions, understanding, learning and so on. This book comprising of 17 chapters offers a step-by-step introduction (in a chronological order) to the various modern computational intelligence tools used in practical problem solving. Staring with different search techniques including informed and uninformed search, heuristic search, minmax, alpha-beta pruning methods, evolutionary algorithms and swarm intelligent techniques; the authors illustrate the design of knowledge-based systems and advanced expert systems, which incorporate uncertainty and fuzziness. Machine learning algorithms including decision trees and artificial neural networks are presented and fi | 出版日期 | Book 2011 | 关键词 | Computational Intelligence; Evolutionary Computation; Machine Learning; Neural Networks | 版次 | 1 | doi | https://doi.org/10.1007/978-3-642-21004-4 | isbn_softcover | 978-3-642-26939-4 | isbn_ebook | 978-3-642-21004-4Series ISSN 1868-4394 Series E-ISSN 1868-4408 | issn_series | 1868-4394 | copyright | Springer-Verlag Berlin Heidelberg 2011 |
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