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Likelihood-free inference in high-dimensional models

Kousathanas, Athanasios ; Leuenberger, Christoph ; Helfer, Jonas ; Quinodoz, Mathieu ; Foll, Matthieu ; Wegmann, Daniel

In: Genetics, 2016, vol. 203, no. 2, p. 893–904

Methods that bypass analytical evaluations of the likelihood function have become an indispensable tool for statistical inference in many fields of science. These so-called likelihood-free methods rely on accepting and rejecting simulations based on summary statistics, which limits them to low-dimensional models for which the value of the likelihood is large enough to result in manageable...