Feature Extraction, Construction and Selection : A Data Mining Perspective

Language: English

Published by Springer Nature B.V. Aug 1998, 1998

0792381963 / 9780792381969

Series: Book 142 of 260 - The Springer International Series in Engineering and Computer Science

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Neuware - There is broad interest in feature extraction, construction, and selection among practitioners from statistics, pattern recognition, and data mining to machine learning. Data preprocessing is an essential step in the knowledge discovery process for real-world applications. This book compiles contributions from many leading and active researchers in this growing field and paints a picture of the state-of-art techniques that can boost the capabilities of many existing data mining tools. The objective of this collection is to increase the awareness of the data mining community about the research of feature extraction, construction and selection, which are currently conducted mainly in isolation. This book is part of our endeavor to produce a contemporary overview of modern solutions, to create synergy among these seemingly different branches, and to pave the way for developing meta-systems and novel approaches. Even with today's advanced computer technologies, discovering knowledge from data can still be fiendishly hard due to the characteristics of the computer generated data. Feature extraction, construction and selection are a set of techniques that transform and simplify data so as to make data mining tasks easier. Feature construction and selection can be viewed as two sides of the representation problem.

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Title
Feature Extraction, Construction and Selection : A Data Mining Perspective
Author
Huan Liu
Publisher
Springer Nature B.V. Aug 1998
Publication year
1998
Condition
Neu
Binding
Buch
Language
English
ISBN 10
0792381963
ISBN 13
9780792381969
Item weight
792 grams
Dimensions
234x156x25 mm
Series
Book 142 of 260: The Springer International Series in Engineering and Computer Science

AHA-BUCH GmbH

Einbeck, Germany

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