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Understanding regression analysis: an introductory guide

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Bibliographic Details
Main Authors:	Schroeder, Larry D. (Author), Sjoquist, David L. 1942- (Author), Stephan, Paula E. 1945- (Author)
Format:	Book
Language:	English
Published:	Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne Sage [2017]
Edition:	Second edition
Series:	Quantitative applications in the social sciences 57
Subjects:	Regression analysis Regressionsanalyse Soziologie Sozialwissenschaften
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029444393&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Item Description:	Includes bibliographical references (pages 98-99) and index
Physical Description:	xv, 104 Seiten Diagramme 22 cm
ISBN:	9781506332888 1506332889

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MARC


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Record in the Search Index

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adam_text	CONTENTS Series Editor’s Introduction ix Preface xi Acknowledgments xiii About the Authors xv 1. Linear Regression 1 Introduction 1 Hypothesized Relationships 2 A Numerical Example 3 Estimating a Linear Relationship 8 Least Squares Regression 10 Examples 13 The Linear Correlation Coefficient 15 The Coefficient of Determination 17 Regression and Correlation 20 Summary 20 2. Multiple Linear Regression 21 Introduction 21 Estimating Regression Coefficients 21 Standardized Coefficients 23 Associated Statistics 25 Examples 26 Summary 29 3. Hypothesis Testing 31 Introduction 31 Concepts Underlying Hypothesis Testing 32 The Standard Error of the Regression Coefficient 36 The Student’s t Distribution 39 Left-Tail Tests 44 Two-Tail Tests 46 Confidence Intervals 47 F Statistic 49 What Tests of Significance Can and Cannot Do 51 Summary 52 4. Extensions to the Multiple Regression Model 53 Introduction 53 Types of Data 5 3 Dummy Variables 55 Interaction Variables 58 Transformations 61 Prediction 63 Examples 64 Summary 68 5, Problems and Issues Associated With Regression 69 Introduction 69 Specification of the Model 70 Variables Used in Regression Equations and Measurement of Variables 73 Violations of Assumptions Regarding Residual Errors 75 Additional Topics 78 Conclusions 84 Appendix A: Derivation of a and b 85 Appendix B: Critical Values for Student’s t Distribution 87 Appendix C: Regression Output From SAS, Stata, SPSS, R, and EXCEL 89 Appendix D: Suggested Textbooks 96 References 98 Index 100
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isbn	9781506332888 1506332889
language	English
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physical	xv, 104 Seiten Diagramme 22 cm
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spellingShingle	Schroeder, Larry D. Sjoquist, David L. 1942- Stephan, Paula E. 1945- Understanding regression analysis an introductory guide Quantitative applications in the social sciences Regression analysis Regressionsanalyse (DE-588)4129903-6 gnd Soziologie (DE-588)4077624-4 gnd Sozialwissenschaften (DE-588)4055916-6 gnd
subject_GND	(DE-588)4129903-6 (DE-588)4077624-4 (DE-588)4055916-6
title	Understanding regression analysis an introductory guide
title_auth	Understanding regression analysis an introductory guide
title_exact_search	Understanding regression analysis an introductory guide
title_full	Understanding regression analysis an introductory guide Larry D. Schroeder (Syracuse University), David L. Sjoquist (Georgia State University), Paula E. Stephan (Georgia State University)
title_fullStr	Understanding regression analysis an introductory guide Larry D. Schroeder (Syracuse University), David L. Sjoquist (Georgia State University), Paula E. Stephan (Georgia State University)
title_full_unstemmed	Understanding regression analysis an introductory guide Larry D. Schroeder (Syracuse University), David L. Sjoquist (Georgia State University), Paula E. Stephan (Georgia State University)
title_short	Understanding regression analysis
title_sort	understanding regression analysis an introductory guide
title_sub	an introductory guide
topic	Regression analysis Regressionsanalyse (DE-588)4129903-6 gnd Soziologie (DE-588)4077624-4 gnd Sozialwissenschaften (DE-588)4055916-6 gnd
topic_facet	Regression analysis Regressionsanalyse Soziologie Sozialwissenschaften
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029444393&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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