Analysis for Time to Event Data under Censoring and Truncation

Written By Hongsheng Dai
Analysis for Time to Event Data under Censoring and Truncation
  • Publsiher : Academic Press
  • Release : 06 October 2016
  • ISBN : 0081010087
  • Pages : 102 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Analysis for Time to Event Data under Censoring and Truncation written by Hongsheng Dai which was release on 06 October 2016, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Survival Analysis for Bivariate Truncated Data provides readers with a comprehensive review on the existing works on survival analysis for truncated data, mainly focusing on the estimation of univariate and bivariate survival function. The most distinguishing feature of survival data is known as censoring, which occurs when the survival time can only be exactly observed within certain time intervals. A second feature is truncation, which is often deliberate and usually due to selection bias in the study design. Truncation presents itself in different ways. For example, left truncation, which is often due to a so-called late entry bias, occurs when individuals enter a study at a certain age and are followed from this delayed entry time. Right truncation arises when only individuals who experienced the event of interest before a certain time point can be observed. Analyzing truncated survival data without considering the potential selection bias may lead to seriously biased estimates of the time to event of interest and the impact of risk factors. Assists statisticians, epidemiologists, medical researchers, and actuaries who need to understand the mechanism of selection bias Reviews existing works on survival analysis for truncated data, mainly focusing on the estimation of univariate and bivariate survival function Offers a guideline for analyzing truncated survival data

Analysis for Time to Event Data under Censoring and Truncation

Analysis for Time to Event Data under Censoring and Truncation
  • Author : Hongsheng Dai,Huan Wang
  • Publisher : Academic Press
  • Release Date : 2016-10-06
  • Total pages : 102
  • ISBN : 0081010087
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Summary : Survival Analysis for Bivariate Truncated Data provides readers with a comprehensive review on the existing works on survival analysis for truncated data, mainly focusing on the estimation of univariate and bivariate survival function. The most distinguishing feature of survival data is known as censoring, which occurs when the survival time ...

Survival Analysis

Survival Analysis
  • Author : John P. Klein,Melvin L. Moeschberger
  • Publisher : Springer Science & Business Media
  • Release Date : 2006-05-17
  • Total pages : 538
  • ISBN : 0081010087
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Summary : Applied statisticians in many fields must frequently analyze time to event data. While the statistical tools presented in this book are applicable to data from medicine, biology, public health, epidemiology, engineering, economics, and demography, the focus here is on applications of the techniques to biology and medicine. The analysis of ...

Survival Analysis Using S

Survival Analysis Using S
  • Author : Mara Tableman,Jong Sung Kim
  • Publisher : CRC Press
  • Release Date : 2003-07-28
  • Total pages : 280
  • ISBN : 0081010087
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Summary : Survival Analysis Using S: Analysis of Time-to-Event Data is designed as a text for a one-semester or one-quarter course in survival analysis for upper-level or graduate students in statistics, biostatistics, and epidemiology. Prerequisites are a standard pre-calculus first course in probability and statistics, and a course in applied linear regression ...

Survival Analysis with Interval Censored Data

Survival Analysis with Interval Censored Data
  • Author : Kris Bogaerts,Arnost Komarek,Emmanuel Lesaffre
  • Publisher : CRC Press
  • Release Date : 2017-11-20
  • Total pages : 584
  • ISBN : 0081010087
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Summary : Survival Analysis with Interval-Censored Data: A Practical Approach with Examples in R, SAS, and BUGS provides the reader with a practical introduction into the analysis of interval-censored survival times. Although many theoretical developments have appeared in the last fifty years, interval censoring is often ignored in practice. Many are unaware ...

Reliability and Survival Analysis

Reliability and Survival Analysis
  • Author : Md. Rezaul Karim,M. Ataharul Islam
  • Publisher : Springer
  • Release Date : 2019-08-09
  • Total pages : 252
  • ISBN : 0081010087
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Summary : This book presents and standardizes statistical models and methods that can be directly applied to both reliability and survival analysis. These two types of analysis are widely used in many fields, including engineering, management, medicine, actuarial science, the environmental sciences, and the life sciences. Though there are a number of ...

Advanced Survival Models

Advanced Survival Models
  • Author : Catherine Legrand
  • Publisher : CRC Press
  • Release Date : 2021-03-23
  • Total pages : 360
  • ISBN : 0081010087
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Summary : Survival data analysis is a very broad field of statistics, encompassing a large variety of methods used in a wide range of applications, and in particular in medical research. During the last twenty years, several extensions of "classical" survival models have been developed to address particular situations often encountered in ...

Applied Categorical and Count Data Analysis

Applied Categorical and Count Data Analysis
  • Author : Wan Tang,Hua He,Xin M. Tu
  • Publisher : CRC Press
  • Release Date : 2012-06-04
  • Total pages : 384
  • ISBN : 0081010087
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Summary : Developed from the authors’ graduate-level biostatistics course, Applied Categorical and Count Data Analysis explains how to perform the statistical analysis of discrete data, including categorical and count outcomes. The authors describe the basic ideas underlying each concept, model, and approach to give readers a good grasp of the fundamentals of ...

Encyclopedia of Quantitative Risk Analysis and Assessment

Encyclopedia of Quantitative Risk Analysis and Assessment
  • Author : Anonim
  • Publisher : John Wiley & Sons
  • Release Date : 2008-09-02
  • Total pages : 2176
  • ISBN : 0081010087
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Summary : Leading the way in this field, the Encyclopedia of Quantitative Risk Analysis and Assessment is the first publication to offer a modern, comprehensive and in-depth resource to the huge variety of disciplines involved. A truly international work, its coverage ranges across risk issues pertinent to life scientists, engineers, policy makers, ...

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Applied Survival Analysis
  • Author : David W. Hosmer, Jr.,Stanley Lemeshow,Susanne May
  • Publisher : John Wiley & Sons
  • Release Date : 2011-09-23
  • Total pages : 416
  • ISBN : 0081010087
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Summary : THE MOST PRACTICAL, UP-TO-DATE GUIDE TO MODELLING AND ANALYZING TIME-TO-EVENT DATA—NOW IN A VALUABLE NEW EDITION Since publication of the first edition nearly a decade ago, analyses using time-to-event methods have increase considerably in all areas of scientific inquiry mainly as a result of model-building methods available in modern ...

Survival Analysis

Survival Analysis
  • Author : John P. Klein,Melvin L. Moeschberger
  • Publisher : Springer Science & Business Media
  • Release Date : 2013-06-29
  • Total pages : 502
  • ISBN : 0081010087
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Summary : Making complex methods more accessible to applied researchers without an advanced mathematical background, the authors present the essence of new techniques available, as well as classical techniques, and apply them to data. Practical suggestions for implementing the various methods are set off in a series of practical notes at the ...

Machine Learning and Knowledge Discovery in Databases

Machine Learning and Knowledge Discovery in Databases
  • Author : Frank Hutter,Kristian Kersting,Jefrey Lijffijt,Isabel Valera
  • Publisher : Springer Nature
  • Release Date : 2021-02-24
  • Total pages : 755
  • ISBN : 0081010087
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Summary : The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the ...

Modeling Discrete Time to Event Data

Modeling Discrete Time to Event Data
  • Author : Gerhard Tutz,Matthias Schmid
  • Publisher : Springer
  • Release Date : 2016-06-14
  • Total pages : 247
  • ISBN : 0081010087
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Summary : This book focuses on statistical methods for the analysis of discrete failure times. Failure time analysis is one of the most important fields in statistical research, with applications affecting a wide range of disciplines, in particular, demography, econometrics, epidemiology and clinical research. Although there are a large variety of statistical ...

Flexible Imputation of Missing Data Second Edition

Flexible Imputation of Missing Data  Second Edition
  • Author : Stef van Buuren
  • Publisher : CRC Press
  • Release Date : 2018-07-17
  • Total pages : 416
  • ISBN : 0081010087
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Summary : Missing data pose challenges to real-life data analysis. Simple ad-hoc fixes, like deletion or mean imputation, only work under highly restrictive conditions, which are often not met in practice. Multiple imputation replaces each missing value by multiple plausible values. The variability between these replacements reflects our ignorance of the true (...

Epidemiology and Medical Statistics

Epidemiology and Medical Statistics
  • Author : Anonim
  • Publisher : Elsevier
  • Release Date : 2007-11-21
  • Total pages : 870
  • ISBN : 0081010087
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Summary : This volume, representing a compilation of authoritative reviews on a multitude of uses of statistics in epidemiology and medical statistics written by internationally renowned experts, is addressed to statisticians working in biomedical and epidemiological fields who use statistical and quantitative methods in their work. While the use of statistics in ...

Frailty Models in Survival Analysis

Frailty Models in Survival Analysis
  • Author : Andreas Wienke
  • Publisher : CRC Press
  • Release Date : 2010-07-26
  • Total pages : 324
  • ISBN : 0081010087
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Summary : The concept of frailty offers a convenient way to introduce unobserved heterogeneity and associations into models for survival data. In its simplest form, frailty is an unobserved random proportionality factor that modifies the hazard function of an individual or a group of related individuals. Frailty Models in Survival Analysis presents ...