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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...
| Cote: | Libro Electrónico |
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| Auteur principal: | |
| Format: | Électronique eBook |
| Langue: | Inglés |
| Publié: |
New York, NY :
Springer New York,
1995.
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| Sujets: | |
| Accès en ligne: | Texto completo |
Table des matières:
- 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.