2021
Optimal Rates for Nonparametric Density Estimation under Communication Constraints
NeurIPS 2021poster
We consider density estimation for Besov spaces when the estimator is restricted to use only a limited number of bits about each sample. We provide a noninteractive adaptive estimator which exploits the sparsity of wavelet bases, along with a simulate-and-infer technique from parametric estimation u…