Statistical Learning from a Regression Perspective. (2020)

• Record Type: Book
• Further Information: Note: By Richard A. Berk.
• Other Names: Berk, Richard A
• Contents: Preface -- Preface To Second Edition -- Preface To Third Edition -- 1 Statistical Learning as a Regression Problem -- 2 Splines, Smoothers, and Kernels -- 3 Classification and Regression Trees (CART) -- 4 Bagging -- 5 Random Forests -- 6 Boosting -- 7 Support Vector Machines -- 8 Neural Networks -- 9 Reinforcement Learning and Genetic Algorithms -- 10 Integration Themes and a Bit of Craft Lore -- Index. .
• Edition: 3rd ed. 2020
• Publisher Details: Cham : Springer International Publishing Imprint: Springer
• Publication Date: 2020
• Extent: 1 online resource (XXVI, 433 pages), 143 illustrations, 107 illustrations in color
• Subjects: 519.5; Statistics; Probabilities; Public health; Psychology--Methodology; Psychological measurement; Social sciences
• Languages: English
• ISBNs: 9783030401894; 3030401898
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.