ENGLISH

Data Mining Withputational Intelligence

By Lipo Wang , Xiuju Fu

Book information

Publisher
Springer
Year
2005
ISBN
9783540245223, 3-540-24522-7
LCC
QA76.9.D343 W37 2005
Open Library ID
OL3480645M
Language
english
Format
PDF
Filesize
5 MB (4863446 bytes)
Series
Advanced Information and Knowledge Processing
Edition
1
Pages
280\280
Library
Springer
Time added
2009-08-06 07:02:15

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.

Similar books