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math.ST2024
Bounds in Wasserstein Distance for Locally Stationary Processes
Jan Nino G. Tinio, Mokhtar Z. Alaya, Salim Bouzebda
Locally stationary (LSPs) constitute an essential modeling paradigm for capturing the nuanced dynamics inherent in time series data whose statistical characteristics, including mea…
cs.LG2024
Gaussian-Smoothed Sliced Probability Divergences
Mokhtar Z. Alaya, Alain Rakotomamonjy, Maxime Berar +1
Gaussian smoothed sliced Wasserstein distance has been recently introduced for comparing probability distributions, while preserving privacy on the data. It has been shown that it…