Heuristics

Heuristics

Author: Judea Pearl

Publisher: Addison Wesley Publishing Company

Published: 1984

Total Pages: 406

ISBN-13:

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Problem-solving strartegies and the nature of Heuristic informatio n.Heuristics and problem representations. Basic Heuristic-Search procedures. Formal properties of Heuristic methods. Heuristics viewed as information provided by simplified models. Performance analysis of Heuristic methods. Abstract models for quantitative performace analysis. Complexity versus precision of admissible Heuristics. Searching with nonadmissible Heuristics. Game-playing programs. Strategies and models for game-playing programs. Performace analysis for game-searching strategies. Decision quality in game searching. Bibliography. Index.


Machine Learning

Machine Learning

Author: R.S. Michalski

Publisher: Springer Science & Business Media

Published: 2013-04-17

Total Pages: 564

ISBN-13: 366212405X

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The ability to learn is one of the most fundamental attributes of intelligent behavior. Consequently, progress in the theory and computer modeling of learn ing processes is of great significance to fields concerned with understanding in telligence. Such fields include cognitive science, artificial intelligence, infor mation science, pattern recognition, psychology, education, epistemology, philosophy, and related disciplines. The recent observance of the silver anniversary of artificial intelligence has been heralded by a surge of interest in machine learning-both in building models of human learning and in understanding how machines might be endowed with the ability to learn. This renewed interest has spawned many new research projects and resulted in an increase in related scientific activities. In the summer of 1980, the First Machine Learning Workshop was held at Carnegie-Mellon University in Pittsburgh. In the same year, three consecutive issues of the Inter national Journal of Policy Analysis and Information Systems were specially devoted to machine learning (No. 2, 3 and 4, 1980). In the spring of 1981, a special issue of the SIGART Newsletter No. 76 reviewed current research projects in the field. . This book contains tutorial overviews and research papers representative of contemporary trends in the area of machine learning as viewed from an artificial intelligence perspective. As the first available text on this subject, it is intended to fulfill several needs.


Advanced Topics in Artificial Intelligence

Advanced Topics in Artificial Intelligence

Author: Norman Foo

Publisher: Springer

Published: 2007-12-07

Total Pages: 518

ISBN-13: 3540466959

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The 12th Australian Joint Conference on Artificial Intelligence (AI'QQ) held in Sydney, Australia, 6-10 December 1999, is the latest in a series of annual re gional meetings at which advances in artificial intelligence are reported. This series now attracts many international papers, and indeed the constitution of the program committee reflects this geographical diversity. Besides the usual tutorials and workshops, this year the conference included a companion sympo sium at which papers on industrial appUcations were presented. The symposium papers have been published in a separate volume edited by Eric Tsui. Ar99 is organized by the University of New South Wales, and sponsored by the Aus tralian Computer Society, the Commonwealth Scientific and Industrial Research Organisation (CSIRO), Computer Sciences Corporation, the KRRU group at Griffith University, the Australian Artificial Intelligence Institute, and Neuron- Works Ltd. Ar99 received over 120 conference paper submissions, of which about o- third were from outside Australia. Prom these, 39 were accepted for regular presentation, and a further 15 for poster display. These proceedings contain the full regular papers and extended summaries of the poster papers. All papers were refereed, mostly by two or three reviewers selected by members of the program committee, and a list of these reviewers appears later. The technical program comprised two days of workshops and tutorials, fol lowed by three days of conference and symposium plenary and paper sessions.


One Jump Ahead

One Jump Ahead

Author: Jonathan Schaeffer

Publisher: Springer Science & Business Media

Published: 2013-03-09

Total Pages: 511

ISBN-13: 147572733X

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This extraordinary book tells of the creation of the world-class checkers computer program, Chinook. From its beginnings in 1988, Chinook became a worthy opponent to the world champion and by 1992 had defeated all the worlds top human players. In his fascinating account, Jonathan Schaeffer, the originator and leader of the Chinook team, provides an engrossing story of failures and successes. He describes the human story behind Chinook and his own feelings in his continuous effort to improve the programs performance. We follow the development of Chinook from an innocent question asked over lunch, through to the final match against the then world champion, Marion Tinsley. As the story unfolds, readers are introduced to the rules of checkers and the basics of computer game programs, as well as to the key figures in the story. The culmination of this new edition expounds upon checker finally perfected and solved by Chinook ten years after the story was originally told.


Artificial Intelligence: the Heuristic Programming Approach

Artificial Intelligence: the Heuristic Programming Approach

Author: James R. Slagle

Publisher:

Published: 1971

Total Pages: 216

ISBN-13:

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"This book consists of an organized description of "intelligent" machines. The book is primarily a textbook for undergraduate and graduate student s of computer science in general, and artificial intelligence in particular."--Preface


Ai '93 - Proceedings Of The 6th Australian Joint Conference On Artificial Intelligence

Ai '93 - Proceedings Of The 6th Australian Joint Conference On Artificial Intelligence

Author: C Rowles

Publisher: World Scientific

Published: 1993-09-23

Total Pages: 480

ISBN-13: 9814552534

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This volume reflects the state of the art in artificial intelligence in the Australasian region. It covers machine learning, knowledge acguisition, cognitive modelling, robots and vision, natural language, automated reasoning, knowledge-based systems, neural networks and genetic algorithms, distributed AI, etc.


The Handbook of Artificial Intelligence

The Handbook of Artificial Intelligence

Author: Paul R. Cohen

Publisher: Butterworth-Heinemann

Published: 2014-06-05

Total Pages: 659

ISBN-13: 1483214397

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The Handbook of Artificial Intelligence, Volume I focuses on the progress in artificial intelligence (AI) and its increasing applications, including parsing, grammars, and search methods. The book first elaborates on AI, AI handbook and literature, problem representation, search methods, and sample search programs. The text then ponders on representation of knowledge, including survey of representation techniques and representation schemes. The manuscript explores understanding natural languages, as well as machine translation, grammars, parsing, test generation, and natural language processing systems. The book also takes a look at understanding spoken language, including systems architecture and the ARPA SUR projects. The text is a valuable source of information for computer science experts and researchers interested in pursuing further research in artificial intelligence