We consider Barron density estimates defined as modified histograms. We giv
e convergence results for the Kullback-Leibler divergence and its expectati
on. We propose an automatic procedure for selecting the asymptotically opti
mal bandwidth. (C) 2000 Academie des sciences/Editions scientifiques et med
icales Elsevier SAS.