A remarkably simple and accurate method for computing the Bayes Factor from a Markov chain Monte Carlo Simulation of the Posterior Distribution in high dimension

A Bayesian approach to the semi-analytic model of galaxy formation: methodology

Lu, Y., Mo, H. J., Weinberg, M. D., and Katz, N. (2011) · 1964

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Bayes Factors

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Computing Bayes factors by combining simulation and asymptotic approximations

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Marginal likelihood from the metropolis-hastings output

Chib, S. and Jeliazkov, I. (2001) · 2001

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Dynamic Programming

Bellman, R. E. (1957, 2003) · 2003

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New insights into galaxy structure from GALPHAT- I. Motivation, methodology and benchmarks for Sérsic models

Yoon, I., Weinberg, M. D., and Katz, N. (2011) · 2011

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Bayesian census of k s k_{s} -band galaxy morphology in the two micron all sky survey: A pilot study

Yoon, I., Weinberg, M. D., and Katz, N. (2013a)

Cited in the paper.

New insights into galaxy structure from galphat ii. bulge-disc decomposition and model inference from the baysian point of view

Original

Yoon, I., Weinberg, M. D., and Katz, N. (2013b)

Cited in the paper.

Bayesian inference of galaxy formation from the K-band luminosity function of galaxies: tensions between theory and observation

Lu, Y., Mo, H. J., Katz, N., and Weinberg, M. D. (2012) · 2012

Later among the works it cites.

Computing the bayes factor from a markov chain monte carlo simulation of the posterior distribution

Weinberg, M. D. (2012) · 2012

Later among the works it cites.