Regression Diagnostics: An Introduction / Edition 1

Regression Diagnostics: An Introduction / Edition 1

by John Fox
ISBN-10:
080393971X
ISBN-13:
9780803939714
Pub. Date:
08/14/1991
Publisher:
SAGE Publications
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Overview

Regression Diagnostics: An Introduction / Edition 1

With Regression Diagnostics, researchers now have an accessible explanation of the techniques needed for exploring problems that compromise a regression analysis and for determining whether certain assumptions appear reasonable. The book covers such topics as the problem of collinearity in multiple regression, dealing with outlying and influential data, non-normality of errors, non-constant error variance and the problems and opportunities presented by discrete data. In addition, sophisticated diagnostics based on maximum-likelihood methods, scores tests, and constructed variables are introduced.

Product Details

ISBN-13: 9780803939714
Publisher: SAGE Publications
Publication date: 08/14/1991
Series: Quantitative Applications in the Social Sciences Series , #79
Edition description: New Edition
Pages: 96
Product dimensions: 5.50(w) x 8.50(h) x (d)

Table of Contents

Introduction
Linear Least-Squares Regression
Collinearity
Outlying and Influential Data
Non-Normally Distributed Errors
Non-Constant Error Variance
Nonlinearity
Discrete Data
Maximum-Likelihood Methods, Score Tests, and Constructed Variables
Recommendations

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