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Soft computing for knowledge discovery and data mining

Author: Oded Maimon; Lior Rokach
Publisher: New York : Springer, ©2008.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

This book introduces soft computing methods extending the envelope of problems that data mining can solve efficiently. It presents practical soft-computing approaches in data mining and includes  Read more...

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Genre/Form: Aufsatzsammlung
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Oded Maimon; Lior Rokach
ISBN: 9780387699349 0387699341
OCLC Number: 123434582
Description: xiii, 431 pages : illustrations ; 24 cm
Contents: Introduction to soft computing for knowledge discovery and data mining / Oded Maimon, Lior Rokach --
Neural networks for data mining / G. Peter Zhang --
Improved SOM labeling methodology for data mining applications / Arnulfo Azcarraga, Ming-Huei [and others] --
A review of evolutionary algorithms for data mining / Alex A. Freitas --
Genetic clustering for data mining / Murilo Coelho Naldi André Carlos Ponce de Leon Ferreira de Carvalho Ricardo José Gabrielli Barreto Campello Eduardo Raul Hruschka --
Discovering new rule induction algorithms with grammar-based genetic programming / Gisele L. Pappa, Alex A. Freitas --
Evolutionary design of code-matrices for multiclass problems / Ana Carolina Lorena, André C.P.L.F. de Carvalho --
The role of fuzzy sets in data mining / Lior Rokach --
Support vector machines and fuzzy systems / Yixin Chen --
KDD in marketing with genetic fuzzy systems / Jorge Casillas, Francisco J. Martínez-López --
Knowledge discovery in a framework for modelling with words / Zengchang Qin, Jonathan Lawry --
Swarm intelligence algorithms for data clustering / Ajith Abraham, Swagatam Das, Sandip Roy --
A diffusion framework for dimensionality reduction / Alon Scholar --
Data mining and agent technology: a fruitful symbiosis / Christos Dimou, Andreas L. Symeonidis, Pericles A. Mitkas --
Approximate frequent itemset mining in the presence of random noise / Hong Cheng, Philip S. Yu, Jiawei Han --
The impact of overfitting and overgeneralization on the classification accuracy in data mining / Huy Nguyen Anh Pham, Evangelos Triantaphyllou.
Responsibility: edited by Oded Maimon and Lior Rokach.
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