Verfügbarkeit: Survival analysis | Technische Universität München

Survival analysis: techniques for censored and truncated data

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Bibliographische Detailangaben
Beteiligte Personen:	Klein, John P. 1950-2013 (VerfasserIn), Moeschberger, Melvin L. (VerfasserIn)
Format:	Buch
Sprache:	Englisch
Veröffentlicht:	New York [u.a.] Springer 2003
Ausgabe:	Second edition
Schriftenreihe:	Statistics for Biology and Health
Schlagwörter:	Analyse de la survie (Biométrie) Analyse de survie (Statistique) Modèle statistique Overlevingsanalyse Models, Statistical Survival Analysis Survival analysis (Biometry) Überlebenszeit Überleben Medizinische Statistik Ereignisdatenanalyse
Links:	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
Beschreibung:	Hier auch später erschienene, unveränderte Nachdrucke
Umfang:	XV, 536 Seiten graph. Darst. 24 cm
ISBN:	038795399X 9780387953991

Internformat

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Datensatz im Suchindex

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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
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author	Klein, John P. 1950-2013 Moeschberger, Melvin L.
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discipline	Mathematik Wirtschaftswissenschaften Medizin
edition	Second edition
format	Book
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series2	Statistics for Biology and Health
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

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