Combining Pattern Classifiers: Methods and Algorithms - Couverture rigide

Kuncheva, Ludmila I.

 
9781118315231: Combining Pattern Classifiers: Methods and Algorithms
Couverture rigide
ISBN 10 : 1118315235 ISBN 13 : 9781118315231
Editeur : John Wiley & Sons Inc, 2014

Synopsis

A unified, coherent treatment of current classifier ensemble methods, from fundamentals of pattern recognition to ensemble feature selection, now in its second edition

The art and science of combining pattern classifiers has flourished into a prolific discipline since the first edition of Combining Pattern Classifiers was published in 2004. Dr. Kuncheva has plucked from the rich landscape of recent classifier ensemble literature the topics, methods, and algorithms that will guide the reader toward a deeper understanding of the fundamentals, design, and applications of classifier ensemble methods.

Thoroughly updated, with MATLAB(R) code and practice data sets throughout, Combining Pattern Classifiers includes:

  • Coverage of Bayes decision theory and experimental comparison of classifiers
  • Essential ensemble methods such as Bagging, Random forest, AdaBoost, Random subspace, Rotation forest, Random oracle, and Error Correcting Output Code, among others
  • Chapters on classifier selection, diversity, and ensemble feature selection

With firm grounding in the fundamentals of pattern recognition, and featuring more than 140 illustrations, Combining Pattern Classifiers, Second Edition is a valuable reference for postgraduate students, researchers, and practitioners in computing and engineering.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

Ludmila Kuncheva is a Professor of Computer Science at Bangor University, United Kingdom. She has received two IEEE Best Paper awards. In 2012, Dr. Kuncheva was awarded a Fellowship to the International Association for Pattern Recognition (IAPR) for her contributions to multiple classifier systems.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
John Wiley & Sons Inc
Date d'édition
2014
Langue
anglais
ISBN 10 
1118315235
ISBN 13 
9781118315231
Reliure
Relié
Numéro d'édition
2
Nombre de pages
384
Coordonnées du fabricant
non disponible
Personne responsable
non disponible