222 citations · 591 across the 74 of their papers we have counts for
4 papers · 2 filters
Density estimation using the perceptron
Patrik Róbert Gerber, Tianze Jiang, Yury Polyanskiy +1
We propose a new density estimation algorithm. Given i.i.d. observations from a distribution belonging to a class of densities on , our estimator outputs any dens…
Empirical Bayes via ERM and Rademacher complexities: the Poisson model
Soham Jana, Yury Polyanskiy, Anzo Teh +1
We consider the problem of empirical Bayes estimation for (multivariate) Poisson means. Existing solutions that have been shown theoretically optimal for minimizing the regret (exc…
Entropic characterization of optimal rates for learning Gaussian mixtures
Zeyu Jia, Yury Polyanskiy, Yihong Wu
We consider the question of estimating multi-dimensional Gaussian mixtures (GM) with compactly supported or subgaussian mixing distributions. Minimax estimation rate for this class…
Minimax optimal testing by classification
Patrik Róbert Gerber, Yanjun Han, Yury Polyanskiy
This paper considers an ML inspired approach to hypothesis testing known as classifier/classification-accuracy testing (). In , one first trains a class…