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Scott William Menard - Applied Logistic Regression Analysis (Quantitative Applications in the Social Sciences)

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Emphasizing the parallels between linear and logistic regression, Scott Menard explores logistic regression analysis and demonstrates its usefulness in analyzing dichotomous, polytomous nominal, and polytomous ordinal dependent variables. The book is aimed at readers with a background in bivariate and multiple linear regression.

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title Applied Logistic Regression Analysis Sage University Papers Series - photo 1

title:Applied Logistic Regression Analysis Sage University Papers Series. Quantitative Applications in the Social Sciences ; No. 07-106
author:Menard, Scott W.
publisher:Sage Publications, Inc.
isbn10 | asin:0803957572
print isbn13:9780803957572
ebook isbn13:9780585180823
language:English
subjectRegression analysis, Logistic distribution.
publication date:1995
lcc:QA278.2.M46 1995eb
ddc:519.5/36
subject:Regression analysis, Logistic distribution.
Applied Logistic Regression Analysis
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 07-106
Applied Logistic Regression Analysis
Scott Menard
Institute of Behavioral Science
University of Colorado, Boulder
Picture 2
SAGE PUBLICATIONS
International Educational and Professional Publisher
Thousand Oaks London New Delhi
Page ii
Copyright 1995 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
Thousand Oaks, 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
Library of Congress Cataloging-in-Publication Data
Menard, Scott W.
Applied logistic regression analysis / Scott Menard.
p. cm. (Sage university papers series. Quantitative
applications in the social sciences; no. 07-106)
Includes bibliographical references (pp. 96-97).
ISBN 0-8039-5757-2 (pbk.: acid-free)
1. Regression analysis. 2. Logistic distribution. I. Title.
II. Series.
QA278.2.M46 1995
519.5'36dc20 95-9071
99 10 9 8 7 6 5
Sage Project Editor: Susan McElroy
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) MENARD, S. (1995) Applied Logistic Regression Analysis. Sage University Paper series on Quantitative Applications in the Social Sciences, 07-106. Thousand Oaks, CA: Sage.
OR
(2) Menard, S. (1995). Applied logistic regression analysis (Sage University Paper series on Quantitative Applications in the Social Sciences, series no. 07-106). Thousand Oaks, CA: Sage.
Page iii
Contents
Series Editor's Introduction
v
1. Linear Regression and the Logistic Regression Model
1
Picture 4
Regression Assumptions
4
Picture 5
Nonlinear Relationships and Variable Transformations
10
Picture 6
Probabilities, Odds, Odds Ratios, and the Logit Transformation for Dichotomous Dependent Variables
12
Picture 7
Logistic Regression: A First Look
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