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stat.ML2020
Support Estimation with Sampling Artifacts and Errors
Eli Chien, Olgica Milenkovic, Angelia Nedich
The problem of estimating the support of a distribution is of great importance in many areas of machine learning, computer science, physics and biology. Most of the existing work i…
stat.ML2019
Regularized Weighted Chebyshev Approximations for Support Estimation
I, Chien, Olgica Milenkovic
We introduce a new method for estimating the support size of an unknown distribution which provably matches the performance bounds of the state-of-the-art techniques in the area an…
stat.ML2018
Query K-means Clustering and the Double Dixie Cup Problem
I Chien, Chao Pan, Olgica Milenkovic
We consider the problem of approximate -means clustering with outliers and side information provided by same-cluster queries and possibly noisy answers. Our solution shows that,…