6 citations · 16 across the 11 of their papers we have counts for
Showing math.STShow all
3 papers · 1 filter
math.ST2021
Optimal Rates for Nonparametric Density Estimation under Communication Constraints
Jayadev Acharya, Clément L. Canonne, Aditya Vikram Singh +1
We consider density estimation for Besov spaces when each sample is quantized to only a limited number of bits. We provide a noninteractive adaptive estimator that exploits the spa…
math.ST2021
Identity testing under label mismatch
Clément L. Canonne, Karl Wimmer
Testing whether the observed data conforms to a purported model (probability distribution) is a basic and fundamental statistical task, and one that is by now well understood. Howe…
math.ST2020
A short note on learning discrete distributions
Clément L. Canonne
The goal of this short note is to provide simple proofs for the "folklore facts" on the sample complexity of learning a discrete probability distribution over a known domain of siz…