Advanced Linear Modeling

Statistical Learning and Dependent Data

By:

Ronald Christensen

Format:

Hardback

Series:

Springer Texts in Statistics

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Description

Now in its third edition, this companion volume to Ronald Christensen’s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory—best linear prediction, projections, and Mahalanobis distance— to extend standard linear modeling into the realms of Statistical Learning and Dependent Data. This new edition features a wealth of new and revised content. In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines. For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction. While numerous references to Plane Answers are made throughout the volume, Advanced Linear Modeling can be used on its own given a solid background in linear models. Accompanying R code for the analyses is available online.

Author Biography:

Ronald Christensen is a Professor of Statistics at the University of New Mexico, Fellow of the American Statistical Association (ASA) and the Institute of Mathematical Statistics, former Chair of the ASA Section on Bayesian Statistical Science and former Editor of The American Statistician. His book publications include Plane Answers to Complex Questions (Springer 2011), Log-Linear Models and Logistic Regression (Springer 1997), Analysis of Variance, Design, and Regression (1996, 2016), and Bayesian Ideas and Data Analysis (2010, with Johnson, Branscum and Hanson).

Release date Australia

December 20th, 2019

Author

Ronald Christensen

Audience

Professional & Vocational

Edition

3rd ed. 2019

Illustrations

6 Illustrations, color; 70 Illustrations, black and white; XXIII, 608 p. 76 illus., 6 illus. in color.

Pages

608

Series

Springer Texts in Statistics

ISBN-13

9783030291631

Product ID

31102845

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