13 citations · 85 across the 25 of their papers we have counts for
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math.ST2018
Multinomial Goodness-of-Fit Based on U-Statistics: High-Dimensional Asymptotic and Minimax Optimality
Ilmun Kim
We consider multinomial goodness-of-fit tests in the high-dimensional regime where the number of bins increases with the sample size. In this regime, Pearson's chi-squared test can…
stat.ME2018★ 1 cited
Global and Local Two-Sample Tests via Regression
Ilmun Kim, Ann B. Lee, Jing Lei
Two-sample testing is a fundamental problem in statistics. Despite its long history, there has been renewed interest in this problem with the advent of high-dimensional and complex…
math.ST2018★ 8 cited
Robust Multivariate Nonparametric Tests via Projection-Averaging
Ilmun Kim, Sivaraman Balakrishnan, Larry Wasserman
In this work, we generalize the Cramér-von Mises statistic via projection-averaging to obtain a robust test for the multivariate two-sample problem. The proposed test is consistent…