عنوان

Survival analysis with correlated endpoints :

شابک

9789811335167

شابک

9789811335174

شابک

9811335168

شابک

9811335176

شابک اشتباه

9789811335150

شابک اشتباه

981133515X

عنوان اصلي

Survival analysis with correlated endpoints :

نام عام مواد

[Book]

ساير اطلاعات عنواني

joint frailty-copula models /

نام نخستين پديدآور

Takeshi Emura, Shigeyuki Matsui, Virginie Rondeau.

محل نشرو پخش و غیره

Singapore :

نام ناشر، پخش کننده و غيره

Springer,

تاریخ نشرو بخش و غیره

2019.

نام خاص و کميت اثر

1 online resource (xvii, 118 pages) :

ساير جزييات

illustrations (some color)

عنوان فروست

SpringerBriefs in statistics, JSS Research Series in Statistics,

شاپا ي ISSN فروست

2364-0057

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Intro; Preface; Use as a Textbook; Use as a Reference Book; Acknowledgements; Contents; Abbreviations; Notations; 1 Setting the Scene; 1.1 Endpoints and Censoring; 1.2 Motivations for Investigating Correlated Endpoints; 1.2.1 Understanding Disease Progression Mechanisms; 1.2.2 Dynamic Prediction of Death; 1.2.3 Validating Surrogate Endpoints; 1.3 Copulas and Bivariate Survival Models: A Brief History; References; 2 Introduction to Multivariate Survival Analysis; 2.1 Endpoints and Censoring; 2.2 Basic Terminologies; 2.3 Cox Regression; 2.3.1 R Survival Package; 2.4 Likelihood-Based Method

متن يادداشت

2.4.1 Spline and Penalized Likelihood2.5 Clustered Survival Data; 2.5.1 Shared Frailty Model; 2.5.2 Likelihood Function; 2.5.3 Penalized Likelihood and Spline; 2.6 Copulas for Bivariate Event Times; 2.6.1 Measures of Dependence; 2.6.2 Residual Dependence; 2.6.3 Likelihood Function; 2.7 Exercises; References; 3 The Joint Frailty-Copula Model for Correlated Endpoints; 3.1 Introduction; 3.2 Semi-competing Risks Data; 3.3 Joint Frailty-Copula Model; 3.4 Penalized Likelihood with Splines; 3.5 Case Study: Ovarian Cancer Data; 3.6 Technical Note 1: Numerical Maximization

متن يادداشت

6.4 Left Truncation6.5 Interactions; 6.5.1 (Gene × Gene) Interaction; 6.5.2 (Gene × Time) Interaction; 6.6 Parametric Failure Time Models; 6.7 Compound Covariate; References; Appendix A: Spline Basis Functions; Appendix B: R Codes for the Ovarian Cancer Data Analysis; B1. Using the CXCL12 Gene as a Covariate; B2. Using the Compound Covariates (CCs) and Residual Tumour as Covariates; Appendix C: Derivation of Prediction Formulas; Index

بدون عنوان

0

بدون عنوان

8

بدون عنوان

8

متن يادداشت

This book introduces readers to advanced statistical methods for analyzing survival data involving correlated endpoints. In particular, it describes statistical methods for applying Cox regression to two correlated endpoints by accounting for dependence between the endpoints with the aid of copulas. The practical advantages of employing copula-based models in medical research are explained on the basis of case studies. In addition, the book focuses on clustered survival data, especially data arising from meta-analysis and multicenter analysis. Consequently, the statistical approaches presented here employ a frailty term for heterogeneity modeling. This brings the joint frailty-copula model, which incorporates a frailty term and a copula, into a statistical model. The book also discusses advanced techniques for dealing with high-dimensional gene expressions and developing personalized dynamic prediction tools under the joint frailty-copula model. To help readers apply the statistical methods to real-world data, the book provides case studies using the authors' original R software package (freely available in CRAN). The emphasis is on clinical survival data, involving time-to-tumor progression and overall survival, collected on cancer patients. Hence, the book offers an essential reference guide for medical statisticians and provides researchers with advanced, innovative statistical tools. The book also provides a concise introduction to basic multivariate survival models.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9789811335167

عنوان

Survival analysis with correlated endpoints.

شماره استاندارد بين المللي کتاب و موسيقي

9789811335150

موضوع مستند نشده

Survival analysis (Biometry)

موضوع مستند نشده

Survival analysis (Biometry)

موضوع مستند نشده

MBNS

موضوع مستند نشده

MED090000

موضوع مستند نشده

PBT

موضوع مستند نشده

PBT

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Emura, Takeshi

مستند نام اشخاص تاييد نشده

Matsui, Shigeyuki

مستند نام اشخاص تاييد نشده

Rondeau, Virginie

تاريخ عمليات

20200823234316.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y