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William Dale Berry - Understanding regression assumptions

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Through the use of careful explanation and examples, Berry demonstrates how to consider whether the assumptions of multiple regression are actually satisfied in a particular research project. Beginning with a brief review of the regression assumptions as they are typically presented in text books, he moves on to explore in detail the substantive meaning of each assumption; for example, lack of measurement error, absence of specification error, linearity, homoscedasticity, and lack of auto-correlation.

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title Understanding Regression Assumptions Sage University Papers Series - photo 1

title:Understanding Regression Assumptions Sage University Papers Series. Quantitative Applications in the Social Sciences ; No. 07-092
author:Berry, William Dale.
publisher:Sage Publications, Inc.
isbn10 | asin:080394263X
print isbn13:9780803942639
ebook isbn13:9780585217222
language:English
subjectSocial sciences--Statistical methods, Regression analysis, Error analysis (Mathematics)
publication date:1993
lcc:HA31.3.B47 1993eb
ddc:300/.1/519536
subject:Social sciences--Statistical methods, Regression analysis, Error analysis (Mathematics)
Understanding Regression Assumptions
SAGE UNIVERSITY PAPERS
Series: Quantitative Applications in the Social Sciences
Series Editor: Michael S. Lewis-Beck, University of Iowa
Editorial Consultants
Richard A. Berk, Sociology, University of California, Los Angeles
William D. Berry, Political Science, Florida State University
Kenneth A. Bollen, Sociology, University of North Carolina, Chapel Hill
Linda B. Bourque, Public Health, University of California, Los Angeles
Jacques A. Hagenaars, Social Sciences, Tilburg University
Sally Jackson, Communications, University of Arizona
Richard M. Jaeger, Education, University of North Carolina, Greensboro
Gary King, Department of Government, Harvard University
Roger E. Kirk, Psychology, Baylor University
Helena Chmura Kraemer, Psychiatry and Behavioral Sciences, Stanford University
Peter Marsden, Sociology, Harvard University
Helmut Norpoth, Political Science, SUNY, Stony Brook
Frank L. Schmidt, Management and Organization, University of Iowa
Herbert Weisberg, Political Science, The Ohio State University
Publisher
Sara Miller McCune, Sage Publications, Inc.
INSTRUCTIONS TO POTENTIAL CONTRIBUTORS
For guidelines on submission of a monograph proposal to this series, please write
Michael S. Lewis-Beck, Editor
Sage QASS Series
Department of Political Science
University of Iowa
Iowa City, IA 52242
Page i
Series/Number 07-092
Understanding Regression Assumptions
William D. Berry
Florida State University
Picture 2
SAGE PUBLICATIONS
International Educational and Professional Publisher
Newbury Park London New Delhi
Page ii
Copyright 1993 by Sage Publications, Inc.
All rights reserved. No part of this book may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage and retrieval system, without permission in writing from the publisher.
For information address:
Picture 3
SAGE Publications, Inc.
2455 Teller Road
Newbury Park, California 91320
E-mail: order@sagepub.com
SAGE Publications Ltd.
6 Bonhill Street
London EC2A 4PU
United Kingdom
SAGE Publications India Pvt. Ltd.
M-32 Market
Greater Kailash I
New Delhi 110 048 India
Printed in the United States of America
Berry, William Dale.
Understanding regression assumptions / William D. Berry.
p. cm.(Quantitative applications in the social sciences;
92)
Includes bibliographical references.
ISBN 0-8039-4263-X (pbk.)
1. Social sciencesStatistical methods. 2. Regression analysis.
3. Error analysis (Mathematics) I. Title. II. Series: Sage
university papers series. Quantitative applications in the social
sciences; 92.
HA31.3.B47 1993
300'.1'519536dc20 92-42925
98 99 00 01 10 9 8 7 6 5
Sage Production Editor: Diane S. Foster
When citing a university paper, please use the proper form. Remember to cite the current Sage University Paper series title and include the paper number. One of the following formats can be adapted (depending on the style manual used):
(1) BERRY, W. D. (1993) Understanding Regression Assumptions. Sage University Paper series on Quantitative Applications in the Social Sciences, 07-092. Newbury Park, CA: Sage.
OR
(2) Berry, W. D. (1993) Understanding regression assumptions (Sage University Paper series on Quantitative Applications in the Social Sciences, series no. 07-092). Newbury Park, CA: Sage.
Page iii
Contents
Series Editor's Introduction
v
Acknowledgments
vii
1. Introduction
1
2. A Formal Presentation of the Regression Assumptions
3
Picture 4
The Regression Surface
3
Picture 5
The Role of the Error Term
6
Picture 6
Other Regression Assumptions
11
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