Understanding regression analysis: an introductory guide
Saved in:
| Main Authors: | , , |
|---|---|
| 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: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Includes bibliographical references (pages 98-99) and index |
| Physical Description: | xv, 104 Seiten Diagramme 22 cm |
| ISBN: | 9781506332888 1506332889 |
Staff View
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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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| illustrated | Not Illustrated |
| indexdate | 2024-07-10T07:41:50Z |
| institution | BVB |
| isbn | 9781506332888 1506332889 |
| language | English |
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| physical | xv, 104 Seiten Diagramme 22 cm |
| publishDate | 2017 |
| publishDateSearch | 2017 |
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| publisher | Sage |
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| series | Quantitative applications in the social sciences |
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| spelling | Schroeder, Larry D. Verfasser (DE-588)170211444 aut Understanding regression analysis an introductory guide Larry D. Schroeder (Syracuse University), David L. Sjoquist (Georgia State University), Paula E. Stephan (Georgia State University) Second edition Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne Sage [2017] © 2017 xv, 104 Seiten Diagramme 22 cm txt rdacontent n rdamedia nc rdacarrier Quantitative applications in the social sciences 57 Includes bibliographical references (pages 98-99) and index Regression analysis Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Soziologie (DE-588)4077624-4 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s DE-604 Sozialwissenschaften (DE-588)4055916-6 s Soziologie (DE-588)4077624-4 s Sjoquist, David L. 1942- Verfasser (DE-588)140052011 aut Stephan, Paula E. 1945- Verfasser (DE-588)114716765 aut Quantitative applications in the social sciences 57 (DE-604)BV000005102 57 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf 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 Inhaltsverzeichnis |
| 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 |
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