8 citations · 8 across the 1 of their papers we have counts for
3 papers
math.ST2017★ 8 cited
Nonparanormal Information Estimation
Shashank Singh, Barnabás Pøczos
We study the problem of using i.i.d. samples from an unknown multivariate probability distribution to estimate the mutual information of . This problem has recently received…
cs.IT2016
Generalized Exponential Concentration Inequality for Rényi Divergence Estimation
Shashank Singh, Barnabás Póczos
Estimating divergences in a consistent way is of great importance in many machine learning tasks. Although this is a fundamental problem in nonparametric statistics, to the best of…
math.ST2016
Exponential Concentration of a Density Functional Estimator
Shashank Singh, Barnabás P óczos
We analyze a plug-in estimator for a large class of integral functionals of one or more continuous probability densities. This class includes important families of entropy, diverge…