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Hybrib Classification Model

A Data Mining Approach

Language EnglishEnglish
Book Paperback
Book Hybrib Classification Model Bikash Sarkar
Libristo code: 07085199
Publishers Scholars' Press, February 2014
The book begins with discussion on the basic concept on Data Mining, emphasizing the need of classif... Full description
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The book begins with discussion on the basic concept on Data Mining, emphasizing the need of classification model. However, it mainly focuses on designing a family of new hybrid classification systems, each combining C4.5 (a decision tree based rule inductive algorithm) and genetic algorithm. Formally, each such system consists of three phases. The first phase attempts to produce a good population (rule set) from training set. The second phase resolves the interpretability problem of the population and, finally GA optimizes the formatted rule set. The ultimate aim of each system is to achieve higher prediction accuracy over classification problem irrespective to domain, size, dimensionality and class distribution, accepting a good population learned by C4.5 at the beginning. Certainly, the book is not only useful to the researchers but also helpful to the undergraduate and postgraduate students of computer science.

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About the book

Full name Hybrib Classification Model
Author Bikash Sarkar
Language English
Binding Book - Paperback
Date of issue 2014
Number of pages 248
EAN 9783639710991
ISBN 3639710991
Libristo code 07085199
Publishers Scholars' Press
Weight 367
Dimensions 152 x 229 x 14
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