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astro-ph.IM2013★ 986 cited
Importance Nested Sampling and the MultiNest Algorithm
F. Feroz, M. P. Hobson, E. Cameron +1
Bayesian inference involves two main computational challenges. First, in estimating the parameters of some model for the data, the posterior distribution may well be highly multi-m…
astro-ph.IM2012★ 113 cited
Approximate Bayesian Computation for Astronomical Model Analysis: A Case Study in Galaxy Demographics and Morphological Transformation at High Redshift
E. Cameron, A. N. Pettitt
"Approximate Bayesian Computation" (ABC) represents a powerful methodology for the analysis of complex stochastic systems for which the likelihood of the observed data under an arb…