《统计学习理论的本质》英文版
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作者：Vladimir N. Vapnik
The 2nd edition.2000 Springer

摘要/内容：

Introduction: Four Periods in the Research of the Learning Problem
1.Setting of the Learning Problem
2.Consistency of Learning Processes
3.Bounds on the Rate of Convergence of Learning Process
4.Controlling the Generalization Ability of Learning Process
5.Methods of Pattern Recognition
6.Methods of Function Estimation
7.Discrete Methods in Statistical Learning Theory
8.The Vicinal Risk Minimization Principle and the SVMs
9.Conclusion: What is Important in Learning Theory?