Showing 2022Show all
2 papers · 1 filter
stat.ME2022
Likelihood-free Model Choice for Simulator-based Models with the Jensen--Shannon Divergence
Jukka Corander, Ulpu Remes, Timo Koski
Choice of appropriate structure and parametric dimension of a model in the light of data has a rich history in statistical research, where the first seminal approaches were develop…
stat.ME2022
Nonparametric likelihood-free inference with Jensen-Shannon divergence for simulator-based models with categorical output
Jukka Corander, Ulpu Remes, Ida Holopainen +1
Likelihood-free inference for simulator-based statistical models has recently attracted a surge of interest, both in the machine learning and statistics communities. The primary fo…