13 citations · 27 across the 7 of their papers we have counts for
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cs.LG2020★ 8 cited
Sufficient dimension reduction for classification using principal optimal transport direction
Cheng Meng, Jun Yu, Jingyi Zhang +2
Sufficient dimension reduction is used pervasively as a supervised dimension reduction approach. Most existing sufficient dimension reduction methods are developed for data with a…
stat.ML2020★ 2 cited
A Review on Modern Computational Optimal Transport Methods with Applications in Biomedical Research
Jingyi Zhang, Wenxuan Zhong, Ping Ma
Optimal transport has been one of the most exciting subjects in mathematics, starting from the 18th century. As a powerful tool to transport between two probability measures, optim…
stat.CO2020★ 2 cited
More efficient approximation of smoothing splines via space-filling basis selection
Cheng Meng, Xinlian Zhang, Jingyi Zhang +2
We consider the problem of approximating smoothing spline estimators in a nonparametric regression model. When applied to a sample of size , the smoothing spline estimator can b…