Logistic regression: a primer
Gespeichert in:
1. Verfasser: | |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne
Sage
[2021]
|
Ausgabe: | Second edition |
Schriftenreihe: | Quantitative applications in the social sciences
132 |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | xv, 131 Seiten Diagramme |
ISBN: | 9781071816202 |
Internformat
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Datensatz im Suchindex
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adam_text | CONTENTS Series Editor Introduction ix Preface xi Acknowledgments xiii About the Author xv Chapter 1: The Logic of Logistic Regression Regression With a Binary Dependent Variable Transforming Probabilities Into Logits Linearizing the Nonlinear Summary 1 1 9 14 17 Chapter 2: Interpreting Logistic Regression Coefficients Logged Odds Odds Probabilities Standardized Coefficients Group and Model Comparisons of Logistic Regression Coefficients Summary 19 19 23 26 41 Chapter 3: Estimation and Model Fit Maximum Likelihood Estimation Tests of Significance Using Log Likelihood Values Model Goodness of Fit Summary 51 51 56 62 67 Chapter 4: Probit Analysis Another Way to Linearize the Nonlinear The Probit Transformation Interpretation Maximum Likelihood Estimation Summary 69 69 72 73 77 79 Chapter 5: Ordinal and Multinomial Logistic Regression Ordinal Logistic Regression Multinomial Logistic Regression Summary 47 49 81 82 95 108
Notes 109 Appendix: Logarithms The Logic of Logarithms Properties of Logarithms Natural Logarithms Summary 115 115 117 120 122 References 125 Index 127
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adam_txt |
CONTENTS Series Editor Introduction ix Preface xi Acknowledgments xiii About the Author xv Chapter 1: The Logic of Logistic Regression Regression With a Binary Dependent Variable Transforming Probabilities Into Logits Linearizing the Nonlinear Summary 1 1 9 14 17 Chapter 2: Interpreting Logistic Regression Coefficients Logged Odds Odds Probabilities Standardized Coefficients Group and Model Comparisons of Logistic Regression Coefficients Summary 19 19 23 26 41 Chapter 3: Estimation and Model Fit Maximum Likelihood Estimation Tests of Significance Using Log Likelihood Values Model Goodness of Fit Summary 51 51 56 62 67 Chapter 4: Probit Analysis Another Way to Linearize the Nonlinear The Probit Transformation Interpretation Maximum Likelihood Estimation Summary 69 69 72 73 77 79 Chapter 5: Ordinal and Multinomial Logistic Regression Ordinal Logistic Regression Multinomial Logistic Regression Summary 47 49 81 82 95 108
Notes 109 Appendix: Logarithms The Logic of Logarithms Properties of Logarithms Natural Logarithms Summary 115 115 117 120 122 References 125 Index 127 |
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discipline_str_mv | Soziologie Geographie |
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isbn | 9781071816202 |
language | English |
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physical | xv, 131 Seiten Diagramme |
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series | Quantitative applications in the social sciences |
series2 | Quantitative applications in the social sciences |
spelling | Pampel, Fred C. Verfasser (DE-588)170143953 aut Logistic regression a primer Fred C. Pampel, University of Colorado Boulder Second edition Los Angeles ; London ; New Delhi ; Singapore ; Washington DC ; Melbourne Sage [2021] © 2021 xv, 131 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Quantitative applications in the social sciences 132 Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Logistische Verteilung (DE-588)4299453-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s Logistische Verteilung (DE-588)4299453-6 s DE-188 Erscheint auch als Online-Ausgabe (epub) 978-1-07-181619-6 Erscheint auch als Online-Ausgabe (epub) 978-1-07-181618-9 Erscheint auch als Online-Ausgabe (ebook) 978-1-07-181617-2 Quantitative applications in the social sciences 132 (DE-604)BV000005102 132 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=032393301&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Pampel, Fred C. Logistic regression a primer Quantitative applications in the social sciences Regressionsanalyse (DE-588)4129903-6 gnd Logistische Verteilung (DE-588)4299453-6 gnd |
subject_GND | (DE-588)4129903-6 (DE-588)4299453-6 |
title | Logistic regression a primer |
title_auth | Logistic regression a primer |
title_exact_search | Logistic regression a primer |
title_exact_search_txtP | Logistic regression a primer |
title_full | Logistic regression a primer Fred C. Pampel, University of Colorado Boulder |
title_fullStr | Logistic regression a primer Fred C. Pampel, University of Colorado Boulder |
title_full_unstemmed | Logistic regression a primer Fred C. Pampel, University of Colorado Boulder |
title_short | Logistic regression |
title_sort | logistic regression a primer |
title_sub | a primer |
topic | Regressionsanalyse (DE-588)4129903-6 gnd Logistische Verteilung (DE-588)4299453-6 gnd |
topic_facet | Regressionsanalyse Logistische Verteilung |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032393301&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV000005102 |
work_keys_str_mv | AT pampelfredc logisticregressionaprimer |