Applied logistic regression analysis:
Gespeichert in:
1. Verfasser: | |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Thousand Oaks, Calif. [u.a.]
Sage
2002
|
Ausgabe: | 2. ed. |
Schriftenreihe: | Quantitative applications in the social sciences
106 |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | Includes bibliographical references (p. 108-110) |
Beschreibung: | VIII, 111 S. graph. Darst. 22 cm |
ISBN: | 0761922083 |
Internformat
MARC
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Datensatz im Suchindex
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adam_text | Titel: Applied logistic regression analysis
Autor: Menard, Scott W
Jahr: 2002
CONTENTS
Series Editor s Introduction v
Author s Introduction to the Second Edition vii
1. Linear Regression and the Logistic Regression Model 1
1.1 Regression Assumptions 4
1.2 Nonlinear Relationships and Variable Transformations 11
1.3 Probabilities, Odds, Odds Ratios, and the Logit
Transformation for Dichotomous Dependent Variables 12
1.4 Logistic Regression: A First Look 14
2. Summary Statistics for Evaluating the Logistic
Regression Model 17
2.1 R2, F, and Sums of Squared Errors 18
2.2 Goodness of Fit: Gu, Rl_, and the Log Likelihood 20
2.3 Predictive Efficiency: Ap, rp, 4 p, and the Binomial Test 27
2.4 Examples: Assessing the Adequacy of Logistic
Regression Models 36
2.5 Conclusion: Summary Measures for Evaluating the
Logistic Regression Model 41
3. Interpreting the Logistic Regression Coefficients 41
3.1 Statistical Significance in Logistic Regression Analysis 43
3.2 Interpreting Unstandardized Logistic Regression
Coefficients 48
3.3 Substantive Significance and Standardized Coefficients 51
3.4 Exponentiated Coefficients or Odds Ratios 56
3.5 More on Categorical Predictors: Contrasts and
Interpretation 57
3.6 Interaction Effects 61
3.7 Stepwise Logistic Regression 63
4. An Introduction to Logistic Regression Diagnostics 67
4.1 Specification Error 67
4.2 Collinearity 75
4.3 Numerical Problems: Zero Cells and Complete
Separation 78
4.4 Analysis of Residuals 80
4.5 Overdispersion and Underdispersion 89
4.6 A Suggested Protocol for Logistic Regression
Diagnostics 90
5. Polytomous Logistic Regression and Alternatives to
Logistic Regression 91
5.1 Polytomous Nominal Dependent Variables 94
5.2 Polytomous or Multinomial Ordinal Dependent
Variables 97
5.3 Conclusion 101
Notes 103
Appendix: Probabilities 107
References 108
About the Author 111
|
any_adam_object | 1 |
author | Menard, Scott |
author_facet | Menard, Scott |
author_role | aut |
author_sort | Menard, Scott |
author_variant | s m sm |
building | Verbundindex |
bvnumber | BV014649850 |
callnumber-first | Q - Science |
callnumber-label | QA278 |
callnumber-raw | QA278.2 |
callnumber-search | QA278.2 |
callnumber-sort | QA 3278.2 |
callnumber-subject | QA - Mathematics |
classification_rvk | MR 2100 |
ctrlnum | (OCoLC)46729126 (DE-599)BVBBV014649850 |
dewey-full | 519.5/36 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 519 - Probabilities and applied mathematics |
dewey-raw | 519.5/36 |
dewey-search | 519.5/36 |
dewey-sort | 3519.5 236 |
dewey-tens | 510 - Mathematics |
discipline | Soziologie Mathematik |
edition | 2. ed. |
format | Book |
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id | DE-604.BV014649850 |
illustrated | Illustrated |
indexdate | 2024-07-09T19:04:40Z |
institution | BVB |
isbn | 0761922083 |
language | English |
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physical | VIII, 111 S. graph. Darst. 22 cm |
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series | Quantitative applications in the social sciences |
series2 | Quantitative applications in the social sciences |
spelling | Menard, Scott Verfasser aut Applied logistic regression analysis Scott Menard 2. ed. Thousand Oaks, Calif. [u.a.] Sage 2002 VIII, 111 S. graph. Darst. 22 cm txt rdacontent n rdamedia nc rdacarrier Quantitative applications in the social sciences 106 Includes bibliographical references (p. 108-110) Analyse de régression Análise de regressão e de correlação larpcal Análise multivariada larpcal Análisis de regresión Distribution logistique Logística (estatística) larpcal Logística de distribución Regressieanalyse gtt Regressionsanalyse swd Logistic distribution Regression analysis Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Sozialstatistik (DE-588)4055897-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Logistik (DE-588)4036210-3 gnd rswk-swf Forschungsmethode (DE-588)4155046-8 gnd rswk-swf Mathematische Logik (DE-588)4037951-6 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 s Mathematische Logik (DE-588)4037951-6 s DE-188 Forschungsmethode (DE-588)4155046-8 s 1\p DE-604 Logistik (DE-588)4036210-3 s 2\p DE-604 Sozialstatistik (DE-588)4055897-6 s 3\p DE-604 Sozialwissenschaften (DE-588)4055916-6 s 4\p DE-604 Quantitative applications in the social sciences 106 (DE-604)BV000005102 106 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009945035&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 4\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Menard, Scott Applied logistic regression analysis Quantitative applications in the social sciences Analyse de régression Análise de regressão e de correlação larpcal Análise multivariada larpcal Análisis de regresión Distribution logistique Logística (estatística) larpcal Logística de distribución Regressieanalyse gtt Regressionsanalyse swd Logistic distribution Regression analysis Sozialwissenschaften (DE-588)4055916-6 gnd Sozialstatistik (DE-588)4055897-6 gnd Regressionsanalyse (DE-588)4129903-6 gnd Logistik (DE-588)4036210-3 gnd Forschungsmethode (DE-588)4155046-8 gnd Mathematische Logik (DE-588)4037951-6 gnd |
subject_GND | (DE-588)4055916-6 (DE-588)4055897-6 (DE-588)4129903-6 (DE-588)4036210-3 (DE-588)4155046-8 (DE-588)4037951-6 |
title | Applied logistic regression analysis |
title_auth | Applied logistic regression analysis |
title_exact_search | Applied logistic regression analysis |
title_full | Applied logistic regression analysis Scott Menard |
title_fullStr | Applied logistic regression analysis Scott Menard |
title_full_unstemmed | Applied logistic regression analysis Scott Menard |
title_short | Applied logistic regression analysis |
title_sort | applied logistic regression analysis |
topic | Analyse de régression Análise de regressão e de correlação larpcal Análise multivariada larpcal Análisis de regresión Distribution logistique Logística (estatística) larpcal Logística de distribución Regressieanalyse gtt Regressionsanalyse swd Logistic distribution Regression analysis Sozialwissenschaften (DE-588)4055916-6 gnd Sozialstatistik (DE-588)4055897-6 gnd Regressionsanalyse (DE-588)4129903-6 gnd Logistik (DE-588)4036210-3 gnd Forschungsmethode (DE-588)4155046-8 gnd Mathematische Logik (DE-588)4037951-6 gnd |
topic_facet | Analyse de régression Análise de regressão e de correlação Análise multivariada Análisis de regresión Distribution logistique Logística (estatística) Logística de distribución Regressieanalyse Regressionsanalyse Logistic distribution Regression analysis Sozialwissenschaften Sozialstatistik Logistik Forschungsmethode Mathematische Logik |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009945035&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV000005102 |
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