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stat.ME2026
Benchmark of Likelihood-Free Inference Methods based on Neural and Optimal Transport Approaches
Samira Aka, Marie Kratz, Philippe Naveau
Simulation-based inference (SBI) has become an increasingly important framework for parameter estimation in models for which simulation is feasible, including cases where likelihoo…
stat.ME2024
Comparing Multivariate Distributions: A Novel Approach Using Optimal Transport-based Plots
Sibsankar Singha, Marie Kratz, Sreekar Vadlamani
Quantile-Quantile (Q-Q) plots are widely used for assessing the distributional similarity between two datasets. Traditionally, Q-Q plots are constructed for univariate distribution…