Search Results for author: Louis Pujol

Found 2 papers, 1 papers with code

ISDE : Independence Structure Density Estimation

1 code implementation18 Mar 2022 Louis Pujol

In this paper, we propose ISDE (Independence Structure Density Estimation), an algorithm designed to estimate a multivariate density under Kullback-Leibler loss and the Independence Structure (IS) model.

Density Estimation

Still no free lunches: the price to pay for tighter PAC-Bayes bounds

no code implementations10 Oct 2019 Benjamin Guedj, Louis Pujol

"No free lunch" results state the impossibility of obtaining meaningful bounds on the error of a learning algorithm without prior assumptions and modelling.

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