Learning Robust Statistics for Simulation-based Inference under Model
MisspecificationNeural Information Processing Systems (NeurIPS), 2023 |
Optimally-Weighted Estimators of the Maximum Mean Discrepancy for
Likelihood-Free InferenceInternational Conference on Machine Learning (ICML), 2023 |
Robust Bayesian Inference for Simulator-based Models via the MMD
Posterior BootstrapInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
Discrepancy-based Inference for Intractable Generative Models using
Quasi-Monte CarloElectronic Journal of Statistics (EJS), 2021 |
Statistical Depth Meets Machine Learning: Kernel Mean Embeddings and
Depth in Functional Data AnalysisInternational Statistical Review (ISR), 2021 |
Estimation of copulas via Maximum Mean DiscrepancyJournal of the American Statistical Association (JASA), 2020 |