Multiple Classifier Systems Analysis and Design: Hybrid Multi-class SVM Classifiers - Brossura

Bala, Manju; Agrawal, R. K.

 
9783848411276: Multiple Classifier Systems Analysis and Design: Hybrid Multi-class SVM Classifiers
Brossura
ISBN 10: 384841127X ISBN 13: 9783848411276
Casa editrice: LAP LAMBERT Academic Publishing, 2012

Sinossi

This book describes the need to develop classifiers for multi-class problems which can provide better accuracy. SVMs deliver state-of-the-art performance in real-world multi-class classification applications such as text categorization, hand-written character recognition, image classification, biosequences analysis and intrusion detection. Their first beginning in the early 1990s lead to a recent explosion of applications and deepening theoretical analysis, that has now recognized Support Vector Machines as one of the standard tools for machine learning and data mining. The main goal of this book is to develop SVM classifiers for multi-class problems which can provide better accuracy. Students will find the book both stimulating and accessible, while researchers will be guided smoothly through the material required for a good grasp of the theory and application of these classifiers. The concepts are introduced gradually in accessible and self-contained stages, though in each stage the presentation is meticulous and thorough. Pointers to relevant literature ensure that it forms an ideal starting point for further study.

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L'autore

Dr. Manju Bala, born in Rohtak (1979), is an Assistant Professor at I.P. College for Women, University of Delhi. She has authored numerous publications in the area of pattern recognition & computer graphics. She has earned her Ph.D. from Jawaharlal Nehru University, India in 2011. She presently resides in Delhi, India.

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Editore
LAP LAMBERT Academic Publishing
Data di pubblicazione
2012
Lingua
Inglese
ISBN 10 
384841127X
ISBN 13 
9783848411276
Rilegatura
Copertina flessibile
Numero di pagine
128
Contatto del produttore
non disponibile
Persona responsabile
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