output
20182022
most citedLearning a Probabilistic Model for Diffeomorphic Registration

250 citations

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Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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stat.ML2020★ 3 cited

Classifying histograms of medical data using information geometry of beta distributions

Alice Le Brigant, Nicolas Guigui, Sana Rebbah +1

In this paper, we use tools of information geometry to compare, average and classify histograms. Beta distributions are fitted to the histograms and the corresponding Fisher inform…

stat.ML2018★ 14 cited

Constraining the Dynamics of Deep Probabilistic Models

Marco Lorenzi, Maurizio Filippone

We introduce a novel generative formulation of deep probabilistic models implementing "soft" constraints on their function dynamics. In particular, we develop a flexible methodolog…