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Frontiers of expert systems : reasoning with limited knowledge

Frontiers of expert systems : reasoning with limited knowledge

자료유형
단행본
개인저자
Mohan, Chilukuri K.
서명 / 저자사항
Frontiers of expert systems : reasoning with limited knowledge / by Chilukuri Krishna Mohan.
발행사항
Boston :   Kluwer Academic Publishers,   c2000.  
형태사항
xii, 303 p. : ill. ; 25 cm.
총서사항
The Kluwer international series in engineering and computer science ; SECS 552
ISBN
0792378156 (alk. paper)
서지주기
Includes bibliographical references and index.
일반주제명
Expert systems (Computer science)
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No. 1 소장처 중앙도서관/서고6층/ 청구기호 006.33 M697f 등록번호 111214349 도서상태 대출가능 반납예정일 예약 서비스 B M
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컨텐츠정보

책소개

The development of modern knowledge-based systems, for applications ranging from medicine to finance, necessitates going well beyond traditional rule-based programming. Frontiers of Expert Systems: Reasoning with Limited Knowledge attempts to satisfy such a need, introducing exciting and recent advances at the frontiers of the field of expert systems.
Beginning with the central topics of logic, uncertainty and rule-based reasoning, each chapter in the book presents a different perspective on how we may solve problems that arise due to limitations in the knowledge of an expert system's reasoner.
Successive chapters address (i) the fundamentals of knowledge-based systems, (ii) formal inference, and reasoning about models of a changing and partially known world, (iii) uncertainty and probabilistic methods, (iv) the expression of knowledge in rule-based systems, (v) evolving representations of knowledge as a system interacts with the environment, (vi) applying connectionist learning algorithms to improve on knowledge acquired from experts, (vii) reasoning with cases organized in indexed hierarchies, (viii) the process of acquiring and inductively learning knowledge, (ix) extraction of knowledge nuggets from very large data sets, and (x) interactions between multiple specialized reasoners with specialized knowledge bases.
Each chapter takes the reader on a journey from elementary concepts to topics of active research, providing a concise description of several topics within and related to the field of expert systems, with pointers to practical applications and other relevant literature.
Frontiers of Expert Systems: Reasoning with Limited Knowledge is suitable as a secondary text for a graduate-level course, and as a reference for researchers and practitioners in industry.


정보제공 : Aladin

목차

Preface. 1. Knowledge-Based Systems. 2. Practical Reasoning. 3. Uncertainty. 4. Rule Based Programming. 5. Evolving Classifiers. 6. Connectionist Systems. 7. Case Based Reasoning Systems. 8. Knowledge Acquisition. 9. Data Mining. 10. Distributed Experts. Index.


정보제공 : Aladin

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