68 citations · 217 across the 14 of their papers we have counts for
4 papers · 1 filter
Distribution-Invariant Differential Privacy
Xuan Bi, Xiaotong Shen
Differential privacy is becoming one gold standard for protecting the privacy of publicly shared data. It has been widely used in social science, data science, public health, infor…
Two-level monotonic multistage recommender systems
Ben Dai, Xiaotong Shen, Wei Pan
A recommender system learns to predict the user-specific preference or intention over many items simultaneously for all users, making personalized recommendations based on a relati…
Inference for a Large Directed Acyclic Graph with Unspecified Interventions
Chunlin Li, Xiaotong Shen, Wei Pan
Statistical inference of directed relations given some unspecified interventions (i.e., the intervention targets are unknown) is challenging. In this article, we test hypothesized…
Significance tests of feature relevance for a black-box learner
Ben Dai, Xiaotong Shen, Wei Pan
An exciting recent development is the uptake of deep neural networks in many scientific fields, where the main objective is outcome prediction with the black-box nature. Significan…