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Yassine Nemmour

2 accepted papers

2023

Estimation Beyond Data Reweighting: Kernel Method of Moments

ICML 2023poster

Moment restrictions and their conditional counterparts emerge in many areas of machine learning and statistics ranging from causal inference to reinforcement learning. Estimators for these tasks, generally called methods of moments, include the prominent generalized method of moments (GMM) which has…

2022

Adversarially Robust Kernel Smoothing

AISTATS 2022poster

We propose a scalable robust learning algorithm combining kernel smoothing and robust optimization. Our method is motivated by the convex analysis perspective of distributionally robust optimization based on probability metrics, such as the Wasserstein distance and the maximum mean discrepancy. We a…