Search Results for author: Dimitri Bouche

Found 3 papers, 1 papers with code

Functional Output Regression with Infimal Convolution: Exploring the Huber and $ε$-insensitive Losses

1 code implementation16 Jun 2022 Alex Lambert, Dimitri Bouche, Zoltan Szabo, Florence d'Alché-Buc

The efficiency of the approach is demonstrated and contrasted with the classical squared loss setting on both synthetic and real-world benchmarks.

regression

Nonlinear Functional Output Regression: a Dictionary Approach

no code implementations3 Mar 2020 Dimitri Bouche, Marianne Clausel, François Roueff, Florence d'Alché-Buc

Then, in the more general setting of integral losses based on differentiable ground losses, KPL is implemented using first-order optimization for both fully and partially observed output functions.

Dictionary Learning regression

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