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 Identifiers
Publisher
Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
ISBN-13
9783540245223
eBay Product ID (ePID)
96537081
Product Key Features
Author
Xiuju Fu, LiPo Wang
Publication Name
Data Mining with Computational Intelligence
Format
Hardcover
Language
English
Subject
Computer Science
Publication Year
2005
Type
Textbook
Number of Pages
276 Pages
Dimensions
Item Height
235mm
Item Width
155mm
Item Weight
1290g
Additional Product Features
Title_Author
Xiuju Fu, LiPo Wang
Series Title
Advanced Information and Knowledge Processing
Country/Region of Manufacture
Germany
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