*名称:
The Statistical Analysis of
Failure Time Data
Second Edition
JOHN D. KALBFLEISCH
ROSS L. PRENTICE
A JOHN WILEY & SONS, INC., PUBLICATION
*大小:460页
*格式:pdf
Amazon上的介绍:http://www.amazon.com/Statistical-Analysis-Failure-Probability-Statistics/dp/047136357X/sr=8-1/qid=1171651532/ref=sr_1_1/102-2006608-6820957?ie=UTF8&s=books
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*目录:
Contents
Preface
1. Introduction
1.1 Failure Time Data, 1
1.2 Failure Time Distributions, 6
1.3 Time Origins, Censoring, and Truncation, 12
1.4 Estimation of the Survivor Function, 14
1.5 Comparison of Survival Curves, 20
1.6 Generalizations to Accommodate Delayed Entry, 23
1.7 Counting Process Notation, 24
Bibliographic Notes, 26
Exercises and Complements, 28
2. Failure Time Models
2.1 Introduction, 31
2.2 Some Continuous Parametric Failure Time Models, 31
2.3 Regression Models, 40
2.4 Discrete Failure Time Models, 46
Bibliographic Notes, 49
Exercises and Complements, 49
3. Inference in Parametric Models and Related Topics
3.1 Introduction, 52
3.2 Censoring Mechanisms, 52
3.3 Censored Samples from an Exponential Distribution, 54
3.4 Large-Sample Likelihood Theory, 57
3.5 Exponential Regression, 65
3.6 Estimation in Log-Linear Regression Models, 68
3.7 Illustrations in More Complex Data Sets, 70
3.8 Discrimination Among Parametric Models, 74
3.9 Inference with Interval Censoring, 78
3.10 Discussion, 83
Bibliographic Notes, 85
Exercises and Complements, 87
4. Relative Risk (Cox) Regression Models 95
4.1 Introduction, 95
4.2 Estimation of beta, 99
4.3 Estimation of the Baseline Hazard or Survivor Function, 114
4.4 Inclusion of Strata, 118
4.5 Illustrations, 119
4.6 Counting Process Formulas, 128
4.7 Related Topics on the Cox Model, 130
4.8 Sampling from Discrete Models, 135
Bibliographic Notes, 142
Exercises and Complements, 144
5. Counting Processes and Asymptotic Theory 148
5.1 Introduction, 148
5.2 Counting Processes and Intensity Functions, 149
5.3 Martingales, 157
5.4 Vector-Valued Martingales, 164
5.5 Martingale Central Limit Theorem, 165
5.6 Asymptotics Associated with Chapter 1, 167
5.7 Asymptotic Results for the Cox Model, 172
5.8 Asymptotic Results for Parametric Models, 178
5.9 Efficiency _of the Cox Model Estimator, 181
5.10 Partial Likelihood Filtration, 188
Bibliographic Notes, 189
Exercises and Complements, 190
6. Likelihood Construction and Further Results 193
6.1 Introduction, 193
6.2 Likelihood Construction in Parametric Models, 193
6.3 Time-Dependent Covariates and Further
Remarks on Likelihood Construction, 196
6.4 Time Dependence in the Relative Risk Model, 200
6.5 Nonnested Conditioning Events, 208
6.6 Residuals and Model Checking for the Cox Model, 210
Bibliographic Notes, 212
Exercises and Complements, 214
7. Rank Regression and the Accelerated Failure Time Model
7.1 Introduction, 218
7.2 Linear Rank Tests, 219
7.3 Development and Properties of Linear Rank Tests, 224
7.4 Estimation in the Accelerated Failure Time Model, 235
7.5 Some Related Regression Models, 241
Bibliographic Notes, 242
Exercises and Complements, 244
8. Competing Risks and Multistate Models
8.1 Introduction, 247
8.2 Competing Risks, 248
8.3 Life-History Processes, 266
Bibliographic Notes, 273
Exercises and Complements, 275
9. Modeling and Analysis of Recurrent Event Data 278
9.1 Introduction, 278
9.2 Intensity Processes for Recurrent Events, 280
9.3 Overall Intensity Process Modeling and Estimation, 282
9.4 Mean Process Modeling and Estimation, 286
9.5 Conditioning on Aspects of the Counting Process History, 297
Bibliographic Notes, 299
Exercises and Complements, 300
10. Analysis of Correlated Failure Time Data 302
10.1 Introduction, 302
10.2 Regression Models for Correlated Failure Time Data, 303
10.3 Representation and Estimation of the Bivariate Survivor Function, 308
10.4 Pairwise Dependency Estimation, 311
10.5 Illustration: Australian Twin Data, 313
10.6 Approaches to Nonparametric Estimation
of the Bivariate Survivor Function, 315
10.7 Survivor Function Estimation in Higher Dimensions, 322
Bibliographic Notes, 323
Exercises and Complements, 324
11. Additional Failure Time Data Topics 328
11.1 Introduction, 328
11.2 Stratified Bivariate Failure Time Analysis, 329
11.3 Fixed Study Period Survival Studies, 334
11.4 Cohort Sampling and Case-Control Studies, 337
11.5 Missing Covariate Data, 343
11.6 Mismeasured Covariate Data, 346
11.7 Sequential Testing with Failure Time Endpoints, 348
11.8 Bayesian Analysis of the Proportional Hazards Model, 352
11.9 Some Analyses of a Particular Data Set, 361
Bibliographic Notes, 369
Exercises and Complements, 371
Glossary of Notation 375
Appendix A: Some Sets of Data 378
Appendix B: Supporting Technical Material 396
Bibliography 404
Author Index 429
Subject Index 435
[此贴子已经被作者于2007-7-17 5:12:08编辑过]