5 citations · 5 across the 3 of their papers we have counts for
3 papers
math.ST2022
Nonparametric estimation of a multivariate density under Kullback-Leibler loss with ISDE
Louis Pujol
In this paper, we propose a theoretical analysis of the algorithm ISDE, introduced in previous work. From a dataset, ISDE learns a density written as a product of marginal density…
cs.LG2022
ISDE : Independence Structure Density Estimation
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 Independenc…
cs.LG2019★ 5 cited
Still no free lunches: the price to pay for tighter PAC-Bayes bounds
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. Some models are expensi…