دانلود کتاب Techniques of Event History Modeling: New Approaches to Casual Analysis

فهرست مطالب :

Contents......Page 6
Preface......Page 8
1 Introduction......Page 12
1.1 Causal Modeling and Observation Plans......Page 15
1.1.1 Cross-Sectional Data......Page 16
1.1.2 Panel Data......Page 24
1.1.3 Event History Data......Page 30
1.2 Event History Analysis and Causal Modeling......Page 32
2.1 Basic Terminology......Page 49
2.2 Event History Data Organization......Page 53
3.1 Life Table Method......Page 67
3.2 Product-Limit Estimation......Page 82
3.3 Comparing Survivor Functions......Page 87
4 Exponential Transition Rate Models......Page 97
4.1 The Basic Exponential Model......Page 98
4.1.1 Maximum Likelihood Estimation......Page 99
4.1.2 Models without Covariates......Page 102
4.1.3 Time-Constant Covariates......Page 106
4.2 Models with Multiple Destinations......Page 112
4.3 Models with Multiple Episodes......Page 122
5.1 The Basic Model......Page 131
5.2 Models without Covariates......Page 133
5.4 Models with Period-Specific Effects......Page 136
6.1 Parallel and Interdependent Processes......Page 142
6.2 Interdependent Processes: The System Approach......Page 145
6.3 Interdependent Processes: The Causal Approach......Page 149
6.4 Episode Splitting with Qualitative Covariates......Page 151
6.5 Episode Splitting with Quantitative Covariates......Page 163
6.6 Application Examples......Page 168
7 Parametric Models of Time-Dependence......Page 187
7.1 Interpretation of Time-Dependence......Page 188
7.2 Gompertz-Makeham Models......Page 191
7.3 Weibull Models......Page 202
7.4 Log-Logistic Models......Page 208
7.5 Log-Normal Models......Page 213
7.6 Sickle Models......Page 219
8.1 Simple Graphical Methods......Page 224
8.2 Pseudoresiduals......Page 230
9 Semi-parametric Transition Rate Models......Page 239
9.1 Partial Likelihood Estimation......Page 240
9.2 Time-Dependent Covariates......Page 245
9.3 The Proportionality Assumption......Page 251
9.4 Baseline Rates and Survivor Functions......Page 259
9.5 Application Example......Page 262
10.1 Unobserved Heterogeneity......Page 266
10.2 Models with a Mixture Distribution......Page 272
10.2.1 Models with a Gamma Mixture......Page 275
10.2.2 Exponential Models with a Gamma Mixture......Page 278
10.2.3 Weibull Models with a Gamma Mixture......Page 280
10.3 Discusslon......Page 285
Appendix A: Basic Information About TDA......Page 290
References......Page 293
About the Authors......Page 315
C......Page 316
G......Page 317
L......Page 318
P......Page 319
T......Page 320
Z......Page 321