Variable Selection : Empirical Bayes vs . Fully BayesAcknowledgments First, I would like to give my deepest gratitude to Dr. Edward I. George, who led me into the Bayesian world, brought this interesting and challenging problem to me and guided me through with great insight, support and ...
GHOSH, Model selection and multiple testing - A Bayes and empirical Bayes overview and some new results, Journal of the Indian Statistical Association, 50, pp. 105-142, 2012.R. Dutta, M. Bogdan, and J. K. Ghosh, "Model selection and multiple testing--A Bayesian and empirical Bayes ...
The empirical Bayes estimates obtained using NLMIXED agree closely with those obtained using the fully Bayesian analysis. This alternative and more straightforward method for fitting the HSROC model makes the model more accessible to meta-analysts. 展开 ...
Comparison of Fully Bayesian and Empirical Bayes approaches for joint Bayesian model selection and estimation of sinusoids via reversible jump MCMC This work addresses the sensitivity of the algorithm proposed by Andrieu and Doucet (IEEE T. Signal Proces., 47(10), 1999), for the joint Bayesian mo...
The problem of evaluating the goodness of the predictive distributions of hierarchical Bayesian and empirical Bayes models is investigated. A Bayesian predictive information criterion is proposed as an estimator of the posterior mean of the expected loglikelihood of the predictive distribution when the spe...
However, since the number of parameters 2k + 3 in our model can be very large, the fully Bayesian approach based on MCMC sampling requires a prohibitive computational cost. To avoid this problem, Xu developed an empirical Bayes method for inferring β[12]. Our goal here is to develop a ...
Acemoglu D, Dahleh MA, Lobel I, Ozdaglar A (2011) Bayesian learning in social networks. Rev Econ Stud 78(4):1201–1236. https://doi.org/10.1093/restud/rdr004 Article MathSciNet Google Scholar Allenby GM, Rossi PE (2006) Hierarchical bayes models. In: Grover R, Vriens M (eds) The ...
We also study the statistical significance of the obtained results in terms of error size (APAE) according to a Bayesian analysis (Benavoli et al. 2017). Particularly, we applied the Bayes signed-rank test to compare pairs of methods across multiple problems. We arbitrarily define the region ...
Combining evidence: the naïve Bayes model vs. semi-naïve evidence combination. 2004, http://ualr.edu/jdberleant/papers/seminaivemodel.pdf, Google Scholar Manning CD, Raghavan R, Schütze H: Introduction to Information Retrieval. 2008, Cambridge University Press Book Google Scholar Davis E...
This paper first describes financial variables that have been constructed to correspond to various channels in the transmission mechanism. Next, a Bayesian