Lipo Wang

(Author)

Data Mining with Computational Intelligence (2005)Hardcover - 2005, 4 August 2005

Data Mining with Computational Intelligence (2005)
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Part of Series
Advanced Information and Knowledge Processing
Print Length
276 pages
Language
English
Publisher
Springer
Date Published
4 Aug 2005
ISBN-10
3540245227
ISBN-13
9783540245223

Description

Finding information hidden in data is as theoretically difficult as it is practically important. With the objective of discovering unknown patterns from data, the methodologies of data mining were derived from statistics, machine learning, and artificial intelligence, and are being used successfully in application areas such as bioinformatics, banking, retail, and many others.

Wang and Fu present in detail the state of the art on how to utilize fuzzy neural networks, multilayer perceptron neural networks, radial basis function neural networks, genetic algorithms, and support vector machines in such applications. They focus on three main data mining tasks: data dimensionality reduction, classification, and rule extraction.

The book is targeted at researchers in both academia and industry, while graduate students and developers of data mining systems will also profit from the detailed algorithmic descriptions.

Product Details

Authors:
Lipo WangXiuju Fu
Book Edition:
2005
Book Format:
Hardcover
Country of Origin:
DE
Date Published:
4 August 2005
Dimensions:
23.95 x 16.46 x 2.03 cm
ISBN-10:
3540245227
ISBN-13:
9783540245223
Language:
English
Location:
Berlin, Heidelberg
Pages:
276
Publisher:
Weight:
544.31 gm

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