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Learning Theory: An Approximation Theory Viewpoint

Felipe Cucker and Ding Xuan Zhou
Publisher: 
Cambridge University Press
Publication Date: 
2007
Number of Pages: 
224
Format: 
Hardcover
Series: 
Cambridge Monographs on Applied and Computational Mathematics 24
Price: 
65.00
ISBN: 
9780521865593
Category: 
Monograph
We do not plan to review this book.

Preface; Foreword; 1. The framework of learning; 2. Basic hypothesis spaces; 3. Estimating the sample error; 4. Polynomial decay approximation error; 5. Estimating covering numbers; 6. Logarithmic decay approximation error; 7. On the bias-variance problem; 8. Regularization; 9. Support vector machines for classification; 10. General regularized classifiers; Bibliography; Index.

Dummy View - NOT TO BE DELETED