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Item Details
| Title:
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PREDICTION AND DISCOVERY
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| By: |
Joseph S. Verducci (Editor), Xiaotong Shen (Editor), John Lafferty (Editor) |
| Format: |
Paperback |
| List price:
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£114.00 |
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We currently do not stock this item, please contact the publisher directly for
further information.
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| ISBN 10: |
0821841955 |
| ISBN 13: |
9780821841952 |
| Publisher: |
AMERICAN MATHEMATICAL SOCIETY |
| Pub. date: |
1 October, 2007 |
| Series: |
Contemporary Mathematics No. 443 |
| Pages: |
226 |
| Description: |
Contains proceedings that feature important results about machine learning based on methods originated in Computer Science and Statistics. This title includes papers discussing theoretical analysis of the performance of procedures for classification and prediction. It also covers novel versions of Support Vector Machines (SVM). |
| Synopsis: |
These proceedings feature some of the latest important results about machine learning based on methods originated in Computer Science and Statistics. In addition to papers discussing theoretical analysis of the performance of procedures for classification and prediction, the papers in this book cover novel versions of Support Vector Machines (SVM), Principal Component methods, Lasso prediction models, and Boosting and Clustering. Also included are applications such as multi-level spatial models for diagnosis of eye disease, hyperclique methods for identifying protein interactions, robust SVM models for detection of fraudulent banking transactions, etc. This book should be of interest to researchers who want to learn about the various new directions that the field is taking, to graduate students who want to find a useful and exciting topic for their research or learn the latest techniques for conducting comparative studies, and to engineers and scientists who want to see examples of how to modify the basic high-dimensional methods to apply to real world applications with special conditions and constraints. |
| Illustrations: |
Illustrations |
| Publication: |
US |
| Imprint: |
American Mathematical Society |
| Returns: |
Returnable |
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