| Description |
xiv, 611 p. : ill. ; 23 cm. |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
From data mining to knowledge discovery : an overview / Usama M. Fayyad, Gregory Piatetsky-Shapiro, and Padhraic Smyth -- Process of knowledge discovery in databases : a human-centered approach / Ronald J. Brachman and Tej Anand -- Graphical models for discovering knowledge / Wray Buntine -- Statistical perspective on knowledge discovery in databases / John Elder IV and Daryl Pregibon -- Inductive logic programming and knowledge discovery in databases / Saso Dzeroski -- Bayesian classification (AutoClass) : theory and results / Peter Cheeseman and John Stutz -- Discovering informative patterns and data cleaning / Isabelle Guyon, Nada Matic, and Valdimir Vapnik -- Transforming rules and trees into comprehensible knowledge structures / Brian R. Gaines -- Finding patterns in time series : a dynamic programming approach / Donald J. Berndt and James Clifford -- Explora : a multipattern and multistrategy discovery assistant / Willi Klosgen -- Bayesian networks for knowledge discovery / David Heckerman -- Fast discovery of association rules / Rakesh Agrawal ... [et al.] -- From contigency tables to various forms of knowledge in databases / Robert Zembowicz and Jan M. Zytkow -- Integrating inductive and deductive reasoning for data mining / Evangelos Simoudis, Brian Livezey, and Randy Kerber -- Metaqueries for data mining / Wei-Min Shen ... [et al.] -- Exploration of the power of attribute-oriented induction in data mining / Jiawei Han and Yongjian Fu -- Using inductive learning to generate rules for semantic query optimization / Chun-Nan Hsu and Craig A. Knoblock -- Data surveyor : searching the nuggets in parallel / Marcel Holsheimer, Martin L. Kersten, and Arno P. J. M. Siebes -- Automating the analysis and cataloging of sky surveys / Usama M. Fayyad, S. George Djorgovski, and Nicholas Weir -- Selecting and reporting what is interesting : the KEFIR application to healthcare data / Christopher J. Matheus, Gregory Piatetsky-Shapiro, and Dwight McNeill -- Modeling subjective uncertainty in image annotation / Padhraic Smyth ... [et al.] -- Predicting equity returns from securities data with minimal rule generation / Chidanand Apte and Se June Hong -- From data mining to knowledge discovery : current challenges and future directions / Ramasamy Uthurusamy -- Knowledge discovery in databases terminology / Willi Klosgen and Jan M. Zytkow -- Data mining and knowledge discovery Internet resources / Gregory Piatetsky-Shapiro. |
| Subject |
Knowledge acquisition (Expert systems)
|
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Databases.
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Knowledge, Theory of.
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Artificial intelligence.
|
| Added Author |
Fayyad, Usama M.
|
| ISBN |
0262560976 |
|
