Cargando…

The Nature of Statistical Learning Theory /

The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning from the general point of view of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on disc...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Vapnik, Vladimir N.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: New York, NY : Springer New York, 1995.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Introduction
  • Setting of the Learning Problem
  • Consistency of Learning Processes
  • Bounds on the Rate of Convergence of Learning Processes
  • Controlling the Generalization Ability of Learning Processes
  • Constructing Learning Algorithms
  • What is Important in Learning Theory?- References.
  • Index.