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Modelling Survival Data in Medical Research

Modelling Survival Data in Medical Research

          
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Modelling Survival Data in Medical Research, Fourth Edition, describes the analysis of survival data, illustrated using a wide range of examples from biomedical research. Written in a non-technical style, it concentrates on how the techniques are used in practice. Starting with standard methods for summarising survival data, Cox regression and parametric modelling, the book covers many more advanced techniques, including interval-censoring, frailty modelling, competing risks, analysis of multiple events, and dependent censoring.

This new edition contains chapters on Bayesian survival analysis and use of the R software. Earlier chapters have been extensively revised and expanded to add new material on several topics. These include methods for assessing the predictive ability of a model, joint models for longitudinal and survival data, and modern methods for the analysis of interval-censored survival data.

Features:

  • Presents an accessible account of a wide range of statistical methods for analysing survival data
  • Contains practical guidance on modelling survival data from the author's many years of experience in teaching and consultancy
  • Shows how Bayesian methods can be used to analyse survival data
  • Includes details on how R can be used to carry out all the methods described, with guidance on the interpretation of the resulting output
  • Contains many real data examples and additional data sets that can be used for coursework
  • All data sets used are available in electronic format from the publisher's website

Modelling Survival Data in Medical Research, Fourth Edition, is an invaluable resource for statisticians in the pharmaceutical industry and biomedical research centres, research scientists and clinicians who are analysing their own data, and students following undergraduate or postgraduate courses in survival analysis.

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About the Book

Modelling Survival Data in Medical Research describes the modelling approach to the analysis of survival data using a wide range of examples from biomedical research.

Well known for its nontechnical style, this third edition contains new chapters on frailty models and their applications, competing risks, non-proportional hazards, and dependent censoring. It also describes techniques for modelling the occurrence of multiple events and event history analysis. Earlier chapters are now expanded to include new material on a number of topics, including measures of predictive ability and flexible parametric models. Many new data sets and examples are included to illustrate how these techniques are used in modelling survival data.

Bibliographic notes and suggestions for further reading are provided at the end of each chapter. Additional data sets to obtain a fuller appreciation of the methodology, or to be used as student exercises, are provided in the appendix. All data sets used in this book are also available in electronic format online.

This book is an invaluable resource for statisticians in the pharmaceutical industry, professionals in medical research institutes, scientists and clinicians who are analyzing their own data, and students taking undergraduate or postgraduate courses in survival analysis.


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Product Details
  • ISBN-13: 9781439856789
  • Publisher: Taylor & Francis Ltd
  • Binding: Hardback
  • Edition: New edition
  • Language: English
  • Returnable: N
  • Spine Width: 30 mm
  • Width: 157 mm
  • ISBN-10: 1439856788
  • Publisher Date: 16 Jan 2015
  • Depth: 32
  • Height: 236 mm
  • No of Pages: 548
  • Series Title: Chapman & Hall/CRC Texts in Statistical Science
  • Weight: 899 gr


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