Prior sensitivity analysis for Bayesian Markov chain Monte Carlo output
Prior sensitivity analysis for Bayesian Markov chain Monte Carlo output
批准号:
DP180102538
负责人:
A/Prof Liana Jacobi
金额:
$21.73万
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2018
资助国家:
澳大利亚
项目状态:
已结题
起止时间:
2018-01-01 至 2023-12-31
中文摘要
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英文摘要
This project aims to develop the first set of techniques to implement an automated output sensitivity analysis for Markov Chain Monte Carlo (MCMC) estimation methods. Computationally intense Bayesian MCMC provide a powerful alternative to classical methods for the estimation of economic models. An obstacle to their wider application is that researchers need to specify prior beliefs about model parameters that will affect the results. The expected outcomes will enable researchers to undertake a routine assessment of the sensitivity of the results to prior inputs.
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