Techniques of event history modeling: new approaches to causal analysis
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| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Mahwah, NJ [u.a.]
Erlbaum
2002
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| Edition: | Second edition |
| Subjects: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009969936&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Physical Description: | X, 310 Seiten Illustrationen |
| ISBN: | 0805840915 0805840907 |
Staff View
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Contents
Preface vii
1 Introduction 1
1.1 Causal Modeling and Observation Plans 4
1.1.1 Cross Sectional Data 5
1.1.2 Panel Data 13
1.1.3 Event History Data 19
1.2 Event History Analysis and Causal Modeling 21
2 Event History Data Structures 38
2.1 Basic Terminology 38
2.2 Event History Data Organization 42
3 Nonparametric Descriptive Methods 56
3.1 Life Table Method 56
3.2 Product Limit Estimation 71
3.3 Comparing Survivor Functions 76
4 Exponential Transition Rate Models 86
4.1 The Basic Exponential Model 87
4.1.1 Maximum Likelihood Estimation 88
4.1.2 Models without Covariates 91
4.1.3 Time Constant Covariates 95
4.2 Models with Multiple Destinations 101
4.3 Models with Multiple Episodes Ill
5 Piecewise Constant Exponential Models 120
5.1 The Basic Model 120
5.2 Models without Covariates 122
5.3 Models with Proportional Covariate Effects 125
5.4 Models with Period Specific Effects 125
6 Exponential Models with Time Dependent Covariates 131
6.1 Parallel and Interdependent Processes 131
6.2 Interdependent Processes: The System Approach 134
6.3 Interdependent Processes: The Causal Approach 138
6.4 Episode Splitting with Qualitative Covariates 140
6.5 Episode Splitting with Quantitative Covariates 152
6.6 Application Examples 157
v
vi CONTENTS
7 Parametric Models of Time Dependence 176
7.1 Interpretation of Time Dependence 177
7.2 Gompertz Makeham Models 180
7.3 Weibull Models 191
7.4 Log Logistic Models 197
7.5 Log Normal Models 202
7.6 Sickle Models 208
8 Methods to Check Parametric Assumptions 213
8.1 Simple Graphical Methods 213
8.2 Pseudoresiduals 219
9 Semi Parametric Transition Rate Models 228
9.1 Partial Likelihood Estimation 229
9.2 Time Dependent Covariates 234
9.3 The Proportionality Assumption 240
9.4 Baseline Rates and Survivor Functions 248
9.5 Application Example 251
10 Problems of Model Specification 255
10.1 Unobserved Heterogeneity 255
10.2 Models with a Mixture Distribution 261
10.2.1 Models with a Gamma Mixture 264
10.2.2 Exponential Models with a Gamma Mixture 267
10.2.3 Weibull Models with a Gamma Mixture 269
10.3 Discussion 274
Appendix A: Basic Information About TDA 279
References 282
About the Authors 304
Index 305 |
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| author | Blossfeld, Hans-Peter 1954- Rohwer, Götz 1947-2021 |
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| discipline | Allgemeines Soziologie Wirtschaftswissenschaften |
| edition | Second edition |
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| id | DE-604.BV014704174 |
| illustrated | Illustrated |
| indexdate | 2025-01-27T09:00:34Z |
| institution | BVB |
| isbn | 0805840915 0805840907 |
| language | English |
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| spelling | Blossfeld, Hans-Peter 1954- Verfasser (DE-588)110389328 aut Techniques of event history modeling new approaches to causal analysis Hans-Peter Blossfeld ; Götz Rohwer Second edition Mahwah, NJ [u.a.] Erlbaum 2002 X, 310 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Event history analysis Computer simulation Modell (DE-588)4039798-1 gnd rswk-swf Computersimulation (DE-588)4148259-1 gnd rswk-swf Ereignisdatenanalyse (DE-588)4132103-0 gnd rswk-swf Ereignisdatenanalyse (DE-588)4132103-0 s Modell (DE-588)4039798-1 s DE-604 Computersimulation (DE-588)4148259-1 s DE-188 Rohwer, Götz 1947-2021 Verfasser (DE-588)12268849X aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009969936&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Blossfeld, Hans-Peter 1954- Rohwer, Götz 1947-2021 Techniques of event history modeling new approaches to causal analysis Event history analysis Computer simulation Modell (DE-588)4039798-1 gnd Computersimulation (DE-588)4148259-1 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| subject_GND | (DE-588)4039798-1 (DE-588)4148259-1 (DE-588)4132103-0 |
| title | Techniques of event history modeling new approaches to causal analysis |
| title_auth | Techniques of event history modeling new approaches to causal analysis |
| title_exact_search | Techniques of event history modeling new approaches to causal analysis |
| title_full | Techniques of event history modeling new approaches to causal analysis Hans-Peter Blossfeld ; Götz Rohwer |
| title_fullStr | Techniques of event history modeling new approaches to causal analysis Hans-Peter Blossfeld ; Götz Rohwer |
| title_full_unstemmed | Techniques of event history modeling new approaches to causal analysis Hans-Peter Blossfeld ; Götz Rohwer |
| title_short | Techniques of event history modeling |
| title_sort | techniques of event history modeling new approaches to causal analysis |
| title_sub | new approaches to causal analysis |
| topic | Event history analysis Computer simulation Modell (DE-588)4039798-1 gnd Computersimulation (DE-588)4148259-1 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| topic_facet | Event history analysis Computer simulation Modell Computersimulation Ereignisdatenanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009969936&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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