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<図書>
Machine learning : from theory to applications : cooperative research at Siemens and MIT

責任表示 S.J. Hanson, W. Remmele, R.L. Rivest (eds.)
シリーズ Lecture notes in computer science ; 661
データ種別 図書
出版情報 Berlin ; New York : Springer , c1993
本文言語 英語
大きさ viii, 271 p. : ill. ; 24 cm
概要 This volume includes some of the key research papers in thearea of machine learning produced at MIT and Siemens duringa three-year joint research effort. It includes papers onmany different styles of...machine learning, organized intothree parts.Part I, theory, includes three papers on theoretical aspectsof machine learning. The first two use the theory ofcomputational complexity to derive some fundamental limitson what isefficiently learnable. The third provides anefficient algorithm for identifying finite automata.Part II, artificial intelligence and symbolic learningmethods, includes five papers giving an overview of thestate of the art and future developments in the field ofmachine learning, a subfield of artificial intelligencedealing with automated knowledge acquisition and knowledgerevision.Part III, neural and collective computation, includes fivepapers sampling the theoretical diversity and trends in thevigorous new research field of neural networks: massivelyparallel symbolic induction, task decomposition throughcompetition, phoneme discrimination, behavior-basedlearning, and self-repairing neural networks. 続きを見る
電子版へのリンク

所蔵情報


: gw 理系図 自動書庫 007/L 49 1993
068252193001853

: gw 理系図 自動書庫 408/L 49 1993
061232004010864

書誌詳細

一般注記 Includes bibliographical references and index
著者標目 Hanson, Stephen José
Remmele, Werner
Rivest, Ronald L.
件 名 LCSH:Machine learning -- Congresses  全ての件名で検索
LCSH:Artificial intelligence -- Congresses  全ての件名で検索
LCSH:Neural networks (Computer science) -- Congresses  全ての件名で検索
分 類 LCC:Q325.5
DC20:006.3/1
NDC8:007.1
書誌ID 1000913188
ISBN 0387564837
NCID BA19828956
巻冊次 : us ; ISBN:0387564837
: gw ; ISBN:3540564837
登録日 2009.09.16
更新日 2017.02.18