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...
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| Format: | eBook |
| Language: | English |
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New York, NY :
Springer New York,
1995.
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| Online Access: | Connect to the full text of this electronic book |
Table of Contents:
- 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.