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Data Mining Methods for Knowledge Discovery

Data Mining Methods for Knowledge Discovery provides an introduction to the data mining methods that are frequently used in the process of knowledge discovery. This book first elaborates on the fundamentals of each of the data mining methods: rough sets, Bayesian analysis, fuzzy sets, genetic algorithms, machine learning, neural networks, and preprocessing techniques. The book then goes on to thoroughly discuss these methods in the setting of the overall process of knowledge discovery. Numerous illustrative examples and experimental findings are also included. Each chapter comes with an extensive bibliography. Data Mining Methods for Knowledge Discovery is intended for senior undergraduate and graduate students, as well as a broad audience of professionals in computer and information sciences, medical informatics, and business information systems.
Data Mining Methods for Knowledge Discovery
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This volume provides an introduction to the data mining methods that are frequently used in the process of knowledge discovery. The book first elaborates on the fundamentals of each of the data mining methods: rough sets, Bayesian analysis, fuzzy sets, genetic algorithms, machine learning, neural networks, and preprocessing techniques. It then goes on to thoroughly discuss these methods in the setting of the overall process of knowledge discovery. Illustrative examples and experimental findings are also included.
Foreword. Preface. 1. Data Mining and Knowledge Discovery. 2. Rough Sets. 3. Fuzzy Sets. 4. Bayesian Methods. 5. Evolutionary Computing. 6. Machine Learning. 7. Neural Networks. 8. Clustering. 9. Preprocessing. Index.
Author
Krzysztof J. Cios, Roman Swiniarski
Short Title
DATA MINING METHODS FOR KNOWLE
Series
Kluwer International Series in Engineering & Computer Science
Language
English
ISBN-10
0792382528
ISBN-13
9780792382522
Media
Book
Format
Hardcover
DEWEY
006.3
Series Number
458
Illustrations
Yes
Year
1998
Publication Date
1998-08-31
Imprint
Kluwer Academic Publishers
Place of Publication
Dordrecht
Country of Publication
United States
Publisher
Springer
Edition Description
1998
Pages
495
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