Analytic Learning Methods for Pattern Recognition - Couverture souple

Toh, Kar-Ann; Zhuang, Huiping; Liu, Simon; Lin, Zhiping

Couverture souple

ISBN 10 : 9819621534 ISBN 13 : 9789819621538

Editeur : Springer Nature Switzerland AG, 2026

Synopsis

This textbook is a consolidation of learning methods which comes in an analytic form. The covered learning methods include classical and advanced solutions to problems of regression, minimum classification error, maximum receiver operating characteristics, bridge regression, ensemble learning and network learning. Both the primal and dual solution forms are discussed for over-and under-determined systems. Such coverage provides an important perspective for handling systems with overwhelming samples or systems with overwhelming parameters. For goal driven classification, the solutions to minimum classification-error, maximum receiver operating characteristics, bridge regression, and ensemble learning represent recent advancements in the literature. In this book, the exercises offer instructors and students practical experience with real-world applications.

Détails de l'édition

• Éditeur: Springer Nature Switzerland AG
• Date d'édition: 2026
• Langue: anglais
• ISBN 10: 9819621534
• ISBN 13: 9789819621538
• Reliure: Broché
• Nombre de pages: 407
• Coordonnées du fabricant: ProductSafety@springernature.com; ProductSafety@springernature.com; ; Poststr. 9; Darmstadt; 64293; Allemagne