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论坛 计量经济学与统计论坛 五区 计量经济学与统计软件 HLM专版
17848 131
2014-11-28
http://www.crcpress.com/product/isbn/9781439895559

Features
  • Provides an overview of Bayesian methods for cost-effectiveness analysis, and includes all necessary background on economics and Bayesian statistics
  • Presents three detailed case studies of the cost-effectiveness analysis of health care interventions
  • Includes several worked examples to guide through the process of health economic evaluation
  • Contains extensive coverage of the practice of making Bayesian analysis integrating software such as JAGS and R, specifically for the application of health economic analysis
  • Systematically describes the methodological issues related to the application of Bayesian inference and decision process in health economics
  • Designed as a reference for students and practitioners working in the field of health economic evaluations and medical statistics

The book is linked to code with which to replicate the examples, and an associated R package (BCEA) can be used in real applications to produce systematic health economic evaluations of Bayesian models.


Summary

Health economics is concerned with the study of the cost-effectiveness of health care interventions. This book provides an overview of Bayesian methods for the analysis of health economic data. After an introduction to the basic economic concepts and methods of evaluation, it presents Bayesian statistics using accessible mathematics. The next chapters describe the theory and practice of cost-effectiveness analysis from a statistical viewpoint, and Bayesian computation, notably MCMC. The final chapter presents three detailed case studies covering cost-effectiveness analyses using individual data from clinical trials, evidence synthesis and hierarchical models and Markov models. The text uses WinBUGS and JAGS with datasets and code available online.

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Bayesian Methods in Health Economics.zip
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本附件包括:

  • Bayesian Methods in Health Economics.pdf





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2014-11-28 11:51:43
Bayesian Methods in Health EconomicsCheck out my book (published with CRC - available also on Amazon, in ebook format too)


  • R/JAGS code to run the examples (all files at once here)
    • Instructions(probably best to read before downloading the files)
    • Utilities
      • Utils.R: script containing some utility functions, for examples to draw traceplots of MCMC chains, or estimating the parameters of suitable distributions to obtain given values for its mean and standard deviation [Needed to run most of the other scripts]
    • Chapter 2
      • MCMC.R: script to run the Gibbs sampling simulations and check convergence, as in Figure 2.10
      • modelNormal.R: script to run the analysis of the Normal model (pages 69-73)
      • modelNormal.txt: JAGS code for the Bayesian model (pages 69-73)
      • phbirths.dta: Dataset used for the Normal model example - courtesy of German Rodriguez
    • Chapter 3
      • HEexample.R: script to run the Bayesian model to analyse the health economic problem described in the chapter (chemotherapy) and the several cost-effectiveness analyses presented throughout the chapter. This example is used throughout chapter 4 as well
      • model.txt: JAGS code for the basic cost-effectiveness analysis
      • modelEVPPI_rho.txt: JAGS code for the analysis of the Expected Value of Partial Perfect Information (EVPPI) for the parameter ρ

      • modelEVPPI_gamma.txt: JAGS code for the analysis of the Expected Value of Partial Perfect Information (EVPPI) for the parameter γ
    • Chapter 4
      • modelNormal.R: script to run the analysis of the Normal model (pages 129-141); continues the analysis from chapter 2
      • modelNormalBlocking.txt: JAGS code to run the model using blocking to improve convergence (page 133)
      • modelNormal2.txt: JAGS code to run the compute the predictive distribution (page 135)
    • Chapter 5
      • Example 1: RCT of acupuncture for chronic headache in primary care
        • acupuncture.R: script to run the cost-effectiveness analysis of acupuncture. Based on this paper
        • dataRCTacupuncture.csv: Dataset used for the acupuncture example - courtesy of David Wonderling, Richard Nixon and Richard Grieve
        • actptRCT.txt: JAGS code to run the normal/normal (on the logit/log scale) model
        • actptRCT_gamma.txt: JAGS code to run the normal/gamma (on the logit/natural scale) model
        • actptRCT_logN.txt: JAGS code to run the normal/log-normal (on the logit/natural scale) model
      • Example 2: Neuraminidase inhibitors to reduce influenza in healthy adults
        • EvSynth.R: script to run the cost-effectiveness analysis based on evidence synthesis for the influenza treatment with neuraminidase
        • EvSynth.txt: JAGS code to run the evidence synthesis model
      • Example 3: Markov model for the treatment of asthma
        • MarkovModel.R: script to run the cost-effectiveness analysis for the treatment of asthma
        • MarkovModel.txt: JAGS code to run the conjugated Markov model





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2014-11-28 12:32:38
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2014-11-28 12:59:35
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2014-11-28 13:44:23
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2014-11-28 14:28:25
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