Multi-State Survival Models for Interval-Censored Data
eBook - PDF

Multi-State Survival Models for Interval-Censored Data

  1. 257 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Multi-State Survival Models for Interval-Censored Data

About this book

Multi-State Survival Models for Interval-Censored Data introduces methods to describe stochastic processes that consist of transitions between states over time. It is targeted at researchers in medical statistics, epidemiology, demography, and social statistics. One of the applications in the book is a three-state process for dementia and survival in the older population. This process is described by an illness-death model with a dementia-free state, a dementia state, and a dead state. Statistical modelling of a multi-state process can investigate potential associations between the risk of moving to the next state and variables such as age, gender, or education. A model can also be used to predict the multi-state process.

The methods are for longitudinal data subject to interval censoring. Depending on the definition of a state, it is possible that the time of the transition into a state is not observed exactly. However, when longitudinal data are available the transition time may be known to lie in the time interval defined by two successive observations. Such an interval-censored observation scheme can be taken into account in the statistical inference.

Multi-state modelling is an elegant combination of statistical inference and the theory of stochastic processes. Multi-State Survival Models for Interval-Censored Data shows that the statistical modelling is versatile and allows for a wide range of applications.

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Information

Year
2016
Edition
1
eBook ISBN
9781466568419

Table of contents

  1. Cover
  2. Half Title
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Contents
  7. Preface
  8. Acknowledgments
  9. 1 Introduction
  10. 2 Modelling Survival Data
  11. 3 Progressive Three-State Survival Model
  12. 4 General Multi-State Survival Model
  13. 5 Frailty Models
  14. 6 Bayesian Inference for Multi-State Survival Models
  15. 7 Residual State-Specific Life Expectancy
  16. 8 Further Topics
  17. A Matrix P(t) When Matrix Q Is Constant
  18. B Scoring for the Progressive Three-State Model
  19. C Some Code for the R and BUGS Software
  20. Bibliography
  21. Index

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Yes, you can access Multi-State Survival Models for Interval-Censored Data by Ardo van den Hout in PDF and/or ePUB format, as well as other popular books in Mathematics & Probability & Statistics. We have over one million books available in our catalogue for you to explore.