237 citations · 883 across the 24 of their papers we have counts for
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3 papers · 1 filter
stat.ML2023★ 1 cited
On Sufficient Graphical Models
Bing Li, Kyongwon Kim
We introduce a sufficient graphical model by applying the recently developed nonlinear sufficient dimension reduction techniques to the evaluation of conditional independence. The…
math.ST2023★ 3 cited
A nonparametric test for elliptical distribution based on kernel embedding of probabilities
Yin Tang, Bing Li
Elliptical distribution is a basic assumption underlying many multivariate statistical methods. For example, in sufficient dimension reduction and statistical graphical models, thi…
stat.ML2023
Mean Parity Fair Regression in RKHS
Shaokui Wei, Jiayin Liu, Bing Li +1
We study the fair regression problem under the notion of Mean Parity (MP) fairness, which requires the conditional mean of the learned function output to be constant with respect t…