Contents:
Foreword. Preface. 1. From data mining to knowledge discovery: An overview (Usama M. Fayyad, Gregory Piatetsky-Shapiro and Padhraic Smyth). 1. Foundations. 2. The proc= of knowledge diiovery in databases: A human-centered approach (Ronald J. Brachman and Tej Anand). 3. Graphical models for discovering knowledge (Wray Buntine).
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A statistical perspective on knowledge discovery in databases (John Elder IV and Daryl Pregibon).
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Classification and clustering. 5. Inductive logie programming and knowledge diiovery in data, bases (S&o Dieroski).
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Bayeeian classification (AutoClass): Theory and results (Peter Cheeseman and John Stutz). 7. Discovering informative patterns and data cleaning (Isabelle Guyon, Nada MatiC and Vladimir Vapnik). 8. aansforming rules and trees into comprehensible knowledge structuren (Brian R. Gaines). 111. Trend and deviation analysis. 9. Finding patterns in time series: A dynamic programming approach (Donald J. Berndt and James Clifford).
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Explora: A multipattern and multistrategy discovery assistant (Willi KlΓΆsgen). IV. Dependency derivation.
ll. Bayesian networks for knowledge discovery (David Heckerman). 12. Fa& discovery of sssociation rules (Rakesh Agrawal, Heikld Mannila, Ramakrishnan Srikant, Hannu Toivonen and A. Inkeri Verkamo).
- From contingency tables to various forms of knowledge in databases (Robert Zembowicz and Jan M. Zytkow). V. Integrated discovery systems. 14. Integrating inductive and deductive reasoning for data mining (Evangelos Simoudis, Brian Livezey and Randy Kerber). 15. Metaqueries for data mining (Wei-Min Shen, KayLiang Ong, Bharat Mitbander and Carlo Zaniolo). 16. Exploration of the power of attributeoriented induction in data mining (Jiawei Han and Yongjian Fu). VI. Next generation database systems. 17. Using inductive learning to generate rules for semantic query optimization (Chun-Nan Hsu and Craig A. Knoblock). 18. Data Surveyor: Searching the nuggets in parallel (Marcel Holsheimer, Martin L. Kersten and Arno P.J.M. Siebes). VIL KDD applications. 19. Automating the analysis and cataloging of sky surveys (Usama M. Fayyad, S. George Djorgovski and Nicholas Weir). 20. Selecting and reporting what is interesting: The KEFIR Application to healthcare data (Christopher J. Matheus, Gregory Piatetsky-Shapiro and Dwight McNeill). 21. Modeling subjective uncertainty in image annotation (Padhraic Smyth, Michael C. Burl, Usama M. Fayyad and Pietro Perona). 22. Predicting equity returns from securities data with minima1 rule generation (Chidanand Apte and Se June Hong). 23. fiorn data mining to knowledge discovery: Current challenges and future directions (Iiamasamy Uthurusamy). VIII. Appendices. A. Knowledge discovery in databases terminology (Willi KlΓΆsgen and Jan M. Zytkow). B. Data mining and knowledge discovery internet resources (Gregory Piatetsky-Shapiro). About the editors. Index. Metacoonition: Knowino about Knowinq. Edited by Janet Metcalfe and Arthur P. Shimamura. MIT Press, Cambridge, MA. (1994). 334 pages. $17.50. Contents: Foreword. Preface. 1. Why investigate metacognition? (Thomas 0. Nelson and Louis Narens). 2. Frustrated feelings of imminent recall: On the tip of the tongue (Steven M. Smith). 3. A new look at feeling of knowing: Its metacognitive role in regulating question answering (Ann C. Miner and Lynne M. Reder). 4. Subthreshold priming and memory monitoring (Louis Narens, Kimberly A. Jameson and V.A. Lee). 5. Methodological problems and pitfalls in the study of human metacognition (Bennett L. Schwartz and Janet Metcalfe). 6. Memory's knowledge of its own knowledge: The accessibility account of the feeling of knowing (Asher Koriat). 7. A computational modeling approach to novelty monitoring, metacognition, and frontal lobe dysfunction (Janet Metcalfe). 8. Viewing eyewitness research from a metacognitive perspective (Kenneth R. Weingardt, R. Jacob Leoneaio and Elizabeth F. Loftus). 9. Memory and metamemory considerations in the training of human beings (Robert A. Bjork). 10. The role of metacognition in problem solving (Janet E. Davidson, Rebecca Deuser and Robert J. Sternberg). ll. Metacognitive development in adulthood and old age (Christopher Hertzog and Roger A. Dixon). 12. The neuropsychology of metacognition (Arthur P. Shimamura). References. Contributors. Author index. Subject index.