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Learning Theory: An Approximation Theory Viewpoint

Publisher: 
Cambridge University Press
Number of Pages: 
224
Price: 
65.00
ISBN: 
9780521865593
Date Received: 
Wednesday, November 21, 2007
Reviewable: 
No
Include In BLL Rating: 
No
Reviewer Email Address: 
Felipe Cucker and Ding Xuan Zhou
Series: 
Cambridge Monographs on Applied and Computational Mathematics 24
Publication Date: 
2007
Format: 
Hardcover
Category: 
Monograph

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.

Publish Book: 
Modify Date: 
Wednesday, November 21, 2007

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