Hybrib Classification Model

Name: Hybrib Classification Model
Brand: Scholars' Press
SKU: 9783639710991
Price: 77.53 EUR
Availability: InStock

A Data Mining Approach

Autor: Bikash Sarkar

Jazyk:

Väzba: Brožovaná

Vydavateľ: Scholars' Press

Dostupnosť: Skladom u dodávateľa

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The book begins with discussion on the basic concept on Data Mining, emphasizing the need of classif...

Informácie o knihe

Autor

Bikash Sarkar

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2014

Stránok

248

EAN

9783639710991

ISBN

3639710991

Enbook ID

07085199

Vydavateľ

Scholars' Press

Hmotnosť

367

Rozmery

152 x 229 x 14

Kompletný popis

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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Hybrib Classification Model

A Data Mining Approach

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež