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LINEAR REGRESSION ANALYSIS
Theory and Computing
CONTENTS
FRONT MATTER
i
Introduction
Xin Yan
and Xiao Gang Su
1
Simple Linear Regression
Xin Yan
and Xiao Gang Su
9
Multiple Linear Regression
Xin Yan
and Xiao Gang Su
41
Detection of Outliers and Influential Observations in Multiple Linear Regression
Xin Yan
and Xiao Gang Su
129
Model Selection
Xin Yan
and Xiao Gang Su
157
Model Diagnostics: Heteroscedasticity and Linearity
Xin Yan
and Xiao Gang Su
195
Extensions of Least Squares
Xin Yan
and Xiao Gang Su
219
Generalized Linear Models
Xin Yan
and Xiao Gang Su
269
Bayesian Linear Regression
Xin Yan
and Xiao Gang Su
297
BACK MATTER
317
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Copyright © 2012
World Scientific Publishing Co.
All rights reserved.
