Survival analysis: techniques for censored and truncated data
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York [u.a.]
Springer
2003
|
| Ausgabe: | Second edition |
| Schriftenreihe: | Statistics for Biology and Health
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Hier auch später erschienene, unveränderte Nachdrucke |
| Beschreibung: | XV, 536 Seiten graph. Darst. 24 cm |
| ISBN: | 038795399X 9780387953991 |
Internformat
MARC
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| 100 | 1 | |a Klein, John P. |d 1950-2013 |e Verfasser |0 (DE-588)172530423 |4 aut | |
| 245 | 1 | 0 | |a Survival analysis |b techniques for censored and truncated data |c John P. Klein, Medical College of Wisconsin, Melvin L. Moeschberger, The Ohio State University Medical Center |
| 250 | |a Second edition | ||
| 264 | 1 | |a New York [u.a.] |b Springer |c 2003 | |
| 300 | |a XV, 536 Seiten |b graph. Darst. |c 24 cm | ||
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| 490 | 0 | |a Statistics for Biology and Health | |
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| 650 | 7 | |a Modèle statistique |2 rasuqam | |
| 650 | 7 | |a Overlevingsanalyse |2 gtt | |
| 650 | 4 | |a Models, Statistical | |
| 650 | 4 | |a Survival Analysis | |
| 650 | 4 | |a Survival analysis (Biometry) | |
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Datensatz im Suchindex
| _version_ | 1804132731284619264 |
|---|---|
| adam_text | Contents
Preface v
Chapter 1 — Examples of Survival Data 1
1.1 Introduction 1
1.2 Remission Duration from a Clinical Trial for Acute Leukemia 2
1.3 Bone Marrow Transplantation for Leukemia 3
1.4 Times to Infection of Kidney Dialysis Patients 6
1.5 Times to Death for a Breast Cancer Trial 7
1.6 Times to Infection for Burn Patients 8
1.7 Death Times of Kidney Transplant Patients 8
1.8 Death Times of Male Laryngeal Cancer Patients 9
1.9 Autologous and Allogeneic Bone Marrow Transplants 10
1.10 Bone Marrow Transplants for Hodgkin s and
Non Hodgkin s Lymphoma 11
1.11 Times to Death for Patients with Cancer of the Tongue 12
Contents __ 1.12 Times to Reinfection for Patients with Sexually
Transmitted Diseases 13
1.13 Time to Hospitalized Pneumonia in Young Children 14
1.14 Times to Weaning of Breast Fed Newborns 14
1.15 Death Times of Psychiatric Patients 15
1.16 Death Times of Elderly Residents of a Retirement
Community 16
1.17 Time to First Use of Marijuana 17
1.18 Time to Cosmetic Deterioration of Breast Cancer Patients 18
1.19 Time to AIDS 19
Ihapter 2 — Basic Quantities and Models 21
2.1 Introduction 21
2.2 The Survival Function 22
2.3 The Hazard Function 27
2.4 The Mean Residual Life Function and Median Life 32
2.5 Common Parametric Models for Survival Data 36
2.6 Regression Models for Survival Data 45
2.7 Models for Competing Risks 50
2.8 Exercises 57
Chapter 3—Censoring and Truncation 63
3.1 Introduction 63
3.2 Right Censoring 64
33 Left or Interval Censoring 70 j
3.4 Truncation 72
35 Likelihood Construction for Censored and Truncated Data 74
3.6 Counting Processes 79
3 7 Exercises 87
Contents xi
Chapter 4 — Nonparametric Estimation of Basic Quantities for
Right Censored and Left Truncated Data 91
4.1 Introduction 91
4.2 Estimators of the Survival and Cumulative Hazard
Functions for Right Censored Data 92
4.3 Pointwise Confidence Intervals for the Survival Function 104
4.4 Confidence Bands for the Survival Function 109
4.5 Point and Interval Estimates of the Mean and
Median Survival Time 117
4.6 Estimators of the Survival Function for Left Truncated
and Right Censored Data 123
4.7 Summary Curves for Competing Risks 127
4.8 Exercises 133
Chapter 5 — Estimation of Basic Quantities for
Other Sampling Schemes 139
5.1 Introduction 139
5.2 Estimation of the Survival Function for Left, Double,
and Interval Censoring 140
5.3 Estimation of the Survival Function for
Right Truncated Data 149
5.4 Estimation of Survival in the Cohort Life Table 152
5.5 Exercises 158
Chapter 6—Topics in Univariate Estimation 165
6.1 Introduction 165
6.2 Estimating the Hazard Function 166
6.3 Estimation of Excess Mortality 177
6.4 Bayesian Nonparametric Methods 187
63 Exercises 198
Contents lapter 7 — Hypothesis Testing 201
7.1 Introduction 201
7.2 One Sample Tests 202
7.3 Tests for Two or More Samples 205
7.4 Tests for Trend 216
7.5 Stratified Tests 219
7.6 Renyi Type Tests 223
7.7 Other Two Sample Tests 227
7.8 Test Based on Differences in Outcome at a
Fixed Point in Time 234
7.9 Exercises 238
hapter 8 — Semiparametric Proportional Hazards Regression
with Fixed Covariates 243
8.1 Introduction 243
8.2 Coding Covariates 246
8.3 Partial Likelihoods for Distinct Event Time Data 253
8.4 Partial Likelihoods When Ties Are Present 259
8.5 Local Tests 263
8.6 Discretizing a Continuous Covariate 272
8.7 Model Building Using the Proportional Hazards Model 276
8.8 Estimation of the Survival Function 283
8.9 Exercises 287 {
Chapter 9 — Refinements of the Semiparametric Proportional
Hazards Model 295
9.1 Introduction 295
9.2 Time Dependent Covariates 297
9.3 Stratified Proportional Hazards Models 308
Contents xiii
9.4 Left Truncation 312
9.5 Synthesis of Time varying Effects (Multistate Modeling) 314
9.6 Exercises 326
Chapter 10—Additive Hazards Regression Models 329
10.1 Introduction 329
10.2 Aalen s Nonparametric, Additive Hazard Model 330
10.3 Lin and Ying s Additive Hazards Model 346
10.4 Exercises 351
Chapter 11 —Regression Diagnostics 353
11.1 Introduction 353
11.2 Cox Snell Residuals for Assessing the Fit of a Cox Model 354
11.3 Determining the Functional Form of a Covariate:
Martingale Residuals 359
11.4 Graphical Checks of the Proportional Hazards Assumption 363
11.5 Deviance Residuals 381
11.6 Checking the Influence of Individual Observations 385
11.7 Exercises 391
Chapter 12 — Inference for Parametric Regression Models 393
12.1 Introduction 393
12.2 Weibull Distribution 395
12.3 Log Logistic Distribution 401
12.4 Other Parametric Models 405
12.5 Diagnostic Methods for Parametric Models 409
12.6 Exercises 419
Chapter 13—Multivariate Survival Analysis 425
13.1 Introduction 425
13.2 Score Test for Association 427
xiv Contents __^_ 13.3 Estimation for the Gamma Frailty Model 430
13.4 Marginal Model for Multivariate Survival 436
13.5 Exercises 438
Appendix A—Numerical Techniques for Maximization 443
A.I Univariate Methods 443
A. 2 Multivariate Methods 445
Appendix B — Large Sample Tests Based on Likelihood Theory 449
Appendix C—Statistical Tables 455
C.I Standard Normal Survival Function P Z z] 456
C.2 Upper Percentiles of a Chi Square Distribution 457
C.3a Confidence Coefficients CiO( %., %) for 90% EP
Confidence Bands 459
C.3b Confidence Coefficients c^Col, Ov) for 95% EP
Confidence Bands 463
C.3c Confidence Coefficients cbi( %, «u) for 99% EP
Confidence Bands 465
C.4a Confidence Coefficients iO( %, %) for 90% Hall Wellner
Confidence Bands 468
C.4b Confidence Coefficients k^ick, cQ for 95% Hall Wellner
Confidence Bands 471
C.4c Confidence Coefficients £Oi(«l, «u) for 99% Hall Wellner
Confidence Bands 474
C.5 Survival Function of the Supremum of the Absolute
Value of a Standard Brownian Motion Process over
the Range 0 to 1 ^77
C.6 Survival Function of W = fiWCOfdt, where Bit) is
a Standard Brownian Motion 4
C.7 Upper Percentiles of R = /0* B°du) du, where B°(u)
is a Brownian Bridge
Contents xv
Appendix D — Data on 137 Bone Marrow Transplant Patients 483
Appendix E—Selected Solutions to Exercises 489
Bibliography 515
Author Index 527
Subject Index 531
|
| any_adam_object | 1 |
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| id | DE-604.BV019316075 |
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| indexdate | 2024-07-09T19:57:29Z |
| institution | BVB |
| isbn | 038795399X 9780387953991 |
| language | English |
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| physical | XV, 536 Seiten graph. Darst. 24 cm |
| publishDate | 2003 |
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| spelling | Klein, John P. 1950-2013 Verfasser (DE-588)172530423 aut Survival analysis techniques for censored and truncated data John P. Klein, Medical College of Wisconsin, Melvin L. Moeschberger, The Ohio State University Medical Center Second edition New York [u.a.] Springer 2003 XV, 536 Seiten graph. Darst. 24 cm txt rdacontent n rdamedia nc rdacarrier Statistics for Biology and Health Hier auch später erschienene, unveränderte Nachdrucke Analyse de la survie (Biométrie) Analyse de survie (Statistique) rasuqam Modèle statistique rasuqam Overlevingsanalyse gtt Models, Statistical Survival Analysis Survival analysis (Biometry) Überlebenszeit (DE-588)4186609-5 gnd rswk-swf Überleben (DE-588)4117273-5 gnd rswk-swf Medizinische Statistik (DE-588)4127563-9 gnd rswk-swf Ereignisdatenanalyse (DE-588)4132103-0 gnd rswk-swf Überleben (DE-588)4117273-5 s Medizinische Statistik (DE-588)4127563-9 s DE-604 Ereignisdatenanalyse (DE-588)4132103-0 s DE-188 Überlebenszeit (DE-588)4186609-5 s 1\p DE-604 Moeschberger, Melvin L. Verfasser aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012783617&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 |
| spellingShingle | Klein, John P. 1950-2013 Moeschberger, Melvin L. Survival analysis techniques for censored and truncated data Analyse de la survie (Biométrie) Analyse de survie (Statistique) rasuqam Modèle statistique rasuqam Overlevingsanalyse gtt Models, Statistical Survival Analysis Survival analysis (Biometry) Überlebenszeit (DE-588)4186609-5 gnd Überleben (DE-588)4117273-5 gnd Medizinische Statistik (DE-588)4127563-9 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| subject_GND | (DE-588)4186609-5 (DE-588)4117273-5 (DE-588)4127563-9 (DE-588)4132103-0 |
| title | Survival analysis techniques for censored and truncated data |
| title_auth | Survival analysis techniques for censored and truncated data |
| title_exact_search | Survival analysis techniques for censored and truncated data |
| title_full | Survival analysis techniques for censored and truncated data John P. Klein, Medical College of Wisconsin, Melvin L. Moeschberger, The Ohio State University Medical Center |
| title_fullStr | Survival analysis techniques for censored and truncated data John P. Klein, Medical College of Wisconsin, Melvin L. Moeschberger, The Ohio State University Medical Center |
| title_full_unstemmed | Survival analysis techniques for censored and truncated data John P. Klein, Medical College of Wisconsin, Melvin L. Moeschberger, The Ohio State University Medical Center |
| title_short | Survival analysis |
| title_sort | survival analysis techniques for censored and truncated data |
| title_sub | techniques for censored and truncated data |
| topic | Analyse de la survie (Biométrie) Analyse de survie (Statistique) rasuqam Modèle statistique rasuqam Overlevingsanalyse gtt Models, Statistical Survival Analysis Survival analysis (Biometry) Überlebenszeit (DE-588)4186609-5 gnd Überleben (DE-588)4117273-5 gnd Medizinische Statistik (DE-588)4127563-9 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| topic_facet | Analyse de la survie (Biométrie) Analyse de survie (Statistique) Modèle statistique Overlevingsanalyse Models, Statistical Survival Analysis Survival analysis (Biometry) Überlebenszeit Überleben Medizinische Statistik Ereignisdatenanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012783617&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT kleinjohnp survivalanalysistechniquesforcensoredandtruncateddata AT moeschbergermelvinl survivalanalysistechniquesforcensoredandtruncateddata |