Theory of ridge regression estimation with applications /
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Main Authors: | |
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Group Author: | ; |
Published: |
Wiley,
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Publisher Address: | Hoboken, NJ : |
Publication Dates: | 2019. |
Literature type: | Book |
Language: | English |
Series: |
Wiley series in probability and statistics
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Subjects: | |
Carrier Form: | xxxiv, 342 pages : illustrations ; 24 cm. |
Bibliography: | Includes bibliographical references (pages 325-332) and index. |
ISBN: |
9781118644614 1118644611 |
Index Number: | QA278 |
CLC: | O212.1 |
Call Number: | O212.1/S163 |
Contents: | Introduction to ridge regression -- Location and simple linear models -- ANOVA model -- Seemingly unrelated simple linear models -- Multiple linear regression models -- Ridge regression in theory and applications -- Partially linear regression models -- Logistic regression model -- Regression models with autoregressive errors -- Rank-based shrinkage estimation -- High dimensional ridge regression -- Applications : neural networks and big data. |