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Classification and Clustering for Knowledge Discovery -

Classification and Clustering for Knowledge Discovery

Saman K. Halgamuge, Lipo Wang (Herausgeber)

Buch | Hardcover
XII, 356 Seiten
2005
Springer Berlin (Verlag)
978-3-540-26073-8 (ISBN)
CHF 269,60 inkl. MwSt

Knowledge Discovery today is a significant study and research area. In finding answers to many research questions in this area, the ultimate hope is that knowledge can be extracted from various forms of data around us. This book covers recent advances in unsupervised and supervised data analysis methods in Computational Intelligence for knowledge discovery. In its first part the book provides a collection of recent research on distributed clustering, self organizing maps and their recent extensions. If labeled data or data with known associations are available, we may be able to use supervised data analysis methods, such as classifying neural networks, fuzzy rule-based classifiers, and decision trees. Therefore this book presents a collection of important methods of supervised data analysis. "Classification and Clustering for Knowledge Discovery" also includes variety of applications of knowledge discovery in health, safety, commerce, mechatronics, sensor networks, and telecommunications.

Erscheint lt. Verlag 2.9.2005
Reihe/Serie Studies in Computational Intelligence
Zusatzinfo XII, 356 p.
Verlagsort Berlin
Sprache englisch
Maße 156 x 234 mm
Gewicht 640 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Technik
Schlagworte Bio-Medical • business • classification • Clustering • Communication • Computational Intelligence • Data Analysis • Data Cleaning • Data Mining • Decision Tree • extension • fuzzy • Image Processing • Intelligence • Knowledge • Knowledge Discovery • Mechatronics • neural network • Neural networks • Soft Computing • Uncertainty • Uncertainty Management • Wissen
ISBN-10 3-540-26073-0 / 3540260730
ISBN-13 978-3-540-26073-8 / 9783540260738
Zustand Neuware
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