<図書>
Learning classifier systems : from foundations to applications
責任表示 | Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson (eds.) |
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シリーズ | Lecture notes in computer science ; 1813 . Lecture notes in artificial intelligence |
データ種別 | 図書 |
出版情報 | Berlin : Springer , c2000 |
本文言語 | 英語 |
大きさ | x, 347 p. : ill. ; 24 cm |
概要 | Learning Classifier Systems (LCS) are a machine learning paradigm introduced by John Holland in 1976. They are rule-based systems in which learning is viewed as a process of ongoing adaptation to a p...rtially unknown environment through genetic algorithms and temporal difference learning. This book provides a unique survey of the current state of the art of LCS and highlights some of the most promising research directions. The first part presents various views of leading people on what learning classifier systems are. The second part is devoted to advanced topics of current interest, including alternative representations, methods for evaluating rule utility, and extensions to existing classifier system models. The final part is dedicated to promising applications in areas like data mining, medical data analysis, economic trading agents, aircraft maneuvering, and autonomous robotics. An appendix comprising 467 entries provides a comprehensive LCS bibliography. 続きを見る |
電子版へのリンク | https://hdl.handle.net/2324/7006875 |
所蔵情報
状態 | 巻次 | 所蔵場所 | 請求記号 | 刷年 | 文庫名称 | 資料番号 | コメント | 予約・取寄 | 複写申込 | 自動書庫 |
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理系図 自動書庫 | 408/L 49 | 2000 |
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061232004022388 |
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書誌詳細
一般注記 | Includes bibliography (p. 322-347) Includes index |
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著者標目 | Lanzi, Pier Luca, 1967- Stolzmann, Wolfgang, 1966- Wilson, Stewart W., 1937- |
件 名 | LCSH:Machine learning |
分 類 | LCC:Q325.5 |
書誌ID | 1000972530 |
ISBN | 3540677291 |
NCID | BA47301117 |
巻冊次 | ISBN:3540677291 |
登録日 | 2009.09.16 |
更新日 | 2017.02.18 |