237 citations · 883 across the 24 of their papers we have counts for
24 papers
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…
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…
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…
Nonlinear function-on-function regression by RKHS
Peijun Sang, Bing Li
We propose a nonlinear function-on-function regression model where both the covariate and the response are random functions. The nonlinear regression is carried out in two steps: w…
Nonlinear Sufficient Dimension Reduction for Distribution-on-Distribution Regression
Qi Zhang, Bing Li, Lingzhou Xue
We introduce a new approach to nonlinear sufficient dimension reduction in cases where both the predictor and the response are distributional data, modeled as members of a metric s…
Simultaneous Estimation of Graphical Models by Neighborhood Selection
Ilias Moysidis, Bing Li
In many applications concerning statistical graphical models the data originate from several subpopulations that share similarities but have also significant differences. This rais…