03296nam 22005415 450 991030009920332120250402120724.0981-10-7164-010.1007/978-981-10-7164-5(CKB)4100000003359716(MiAaPQ)EBC5341916(DE-He213)978-981-10-7164-5(PPN)226694380(EXLCZ)99410000000335971620180405d2018 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAnalysis of Survival Data with Dependent Censoring Copula-Based Approaches /by Takeshi Emura, Yi-Hau Chen1st ed. 2018.Singapore :Springer Nature Singapore :Imprint: Springer,2018.1 online resource (94 pages)JSS Research Series in Statistics,2364-0065981-10-7163-2 Chapter 1: Setting the scene -- Chapter 2: Introduction to survival analysis -- Chapter 3: Copula models for dependent censoring -- Chapter 4: Gene selection under dependent censoring -- Chapter 5: The joint frailty-copula model for meta-analysis -- Chapter 6:High-dimensional covariates in the joint frailty-copula model -- Chapter 7:Dynamic prediction of time-to-death. Chapter 8: Future developments -- Appendix.This book introduces readers to copula-based statistical methods for analyzing survival data involving dependent censoring. Primarily focusing on likelihood-based methods performed under copula models, it is the first book solely devoted to the problem of dependent censoring. The book demonstrates the advantages of the copula-based methods in the context of medical research, especially with regard to cancer patients’ survival data. Needless to say, the statistical methods presented here can also be applied to many other branches of science, especially in reliability, where survival analysis plays an important role. The book can be used as a textbook for graduate coursework or a short course aimed at (bio-) statisticians. To deepen readers’ understanding of copula-based approaches, the book provides an accessible introduction to basic survival analysis and explains the mathematical foundations of copula-based survival models.JSS Research Series in Statistics,2364-0065BiometryStatisticsSocial sciencesStatistical methodsBiostatisticsStatistical Theory and MethodsStatistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public PolicyBiometry.Statistics.Social sciencesStatistical methods.Biostatistics.Statistical Theory and Methods.Statistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy.519.1Emura Takeshiauthttp://id.loc.gov/vocabulary/relators/aut767963Chen Yi-Hauauthttp://id.loc.gov/vocabulary/relators/autBOOK9910300099203321Analysis of Survival Data with Dependent Censoring2169045UNINA