عنوان

Classification and learning using genetic algorithms

(Number (ISBN

9783540496069 )hdbk. : acid-free paper(

Title Proper

Classification and learning using genetic algorithms

First Statement of Responsibility

Sanghamitra Bandyopadhyay, Sankar K. Pal

Place of Publication, Distribution, etc.

Berlin ;New York

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

c2007

Specific Material Designation and Extent of Item

xv, 311 p. : ill., maps .

Series Title

Natural computing series,1619-7127

Series Title

Series: Natural computing series.1619-7127

Text of Note

Introduction -- Genetic algorithms -- Supervised classification using genetic algorithms -- Theoretical analysis of the GA-classifier -- Variable string lengths in GA-classifier -- Chromosome differentiation in VGA-classifier -- Multiobjective VGA-classifier and quantitative indices -- Genetic algorithms in clustering -- Genetic learning bioinformatics -- Genetic algorithms and web intelligence.

Text of Note

"This book provides a unified framework that describes how genetic learning can be used to design pattern recognition and learning systems. The book is unique in the sense of describing how a search technique, the genetic algorithm, can be used for pattern classification mainly through approximating decision boundaries, and it demonstrates the effectiveness of the genetic classifiers vis-a-vis several widely used classifiers, including neural networks. It provides a balanced mixture of theories, algorithms and applications, and in particular results from the bioinformatics and Web intelligence domains." "This book will be useful to graduate students and researchers in computer science, electrical engineering, systems science, and information technology, both as a text and reference book. Researchers and practitioners in industry working in system design, control, pattern recognition, data mining, soft computing, bioinformatics and Web intelligence will also benefit."--BOOK JACKET.

Text of Note

Includes bibliographical references )p. ]277[-307( and index.

Variant Title

applications in bioinformatics and web intelligence

#Q327.B36 2007

Entry Element

Pattern perception

Entry Element

Machine learning

Entry Element

Genetic algorithms

Entry Element

Automatic classification

Entry Element

Perception des structures

Entry Element

Apprentissage automatique

Entry Element

Algorithmes gaenaetiques

Entry Element

Classification automatique

Class number

Classification Record Number

Book number

Entry Element

Bandyopadhyay, Sanghamitra 1968

Entry Element

Title

Pal, Sankar K

English Book