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Statistical learning from a regression perspective / Richard A.Berk.
Van Pelt Library QA278.2 .B475 2016
Available
- Format:
- Book
- Author/Creator:
- Berk, Richard A.
- Series:
- Springer texts in statistics 1431-875X
- Springer texts in statistics, 1431-875X
- Language:
- English
- Subjects (All):
- Regression analysis.
- Statistics.
- Public health.
- Probabilities.
- Social sciences.
- Physical Description:
- xxiii, 347 pages : illustrations (some color) ; 25 cm.
- Edition:
- Second edition.
- Place of Publication:
- Switzerland : Springer International Publishing, [2016]
- Contents:
- Statistical Learning as a Regression Problem
- Splines, Smoothers, and Kernels
- Classification and Regression Trees (CART)
- Bagging
- Random Forests
- Boosting
- Support Vector Machines
- Some Other Procedures Briefly
- Broader Implications and a Bit of Craft Lore.
- Notes:
- Includes bibliographical references (pages 333-342) and index.
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Joel and Sanford Ehrenkranz Book Fund.
- ISBN:
- 3319440470
- 9783319440477
- OCLC:
- 953222496
- Publisher Number:
- 99970309649
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