arXiv cs.LG
· Papers
Breaking the Curse with BAND: Nonparametric Distribution Estimation in High Dimensions
arXiv:2607.26955v1 Announce Type: cross Abstract: Minimax-optimal rates for multivariate distribution estimation are known to suffer from the curse of dimensionality. We propose a sparse Bayesian network approach in which each conditional probability is estimated using sparsity-aware conditional mean methods. The resul