94 citations · 126 across the 11 of their papers we have counts for
12 papers
Kernel-based Partial Permutation Test for Detecting Heterogeneous Functional Relationship
Xinran Li, Bo Jiang, Jun S. Liu
We propose a kernel-based partial permutation test for checking the equality of functional relationship between response and covariates among different groups. The main idea, which…
On Posterior Consistency of Bayesian Factor Models in High Dimensions
Yucong Ma, Jun S. Liu
As a principled dimension reduction technique, factor models have been widely adopted in social science, economics, bioinformatics, and many other fields. However, in high-dimensio…
Stratification and Optimal Resampling for Sequential Monte Carlo
Yichao Li, Wenshuo Wang, Ke Deng +1
Sequential Monte Carlo (SMC), also known as particle filters, has been widely accepted as a powerful computational tool for making inference with dynamical systems. A key step in S…
IMMIGRATE: A Margin-based Feature Selection Method with Interaction Terms
Ruzhang Zhao, Pengyu Hong, Jun S Liu
Relief based algorithms have often been claimed to uncover feature interactions. However, it is still unclear whether and how interaction terms will be differentiated from marginal…
Neuronized Priors for Bayesian Sparse Linear Regression
Minsuk Shin, Jun S Liu
Although Bayesian variable selection methods have been intensively studied, their routine use in practice has not caught up with their non-Bayesian counterparts such as Lasso, like…
Randomization Inference for Peer Effects
Xinran Li, Peng Ding, Qian Lin +2
Many previous causal inference studies require no interference, that is, the potential outcomes of a unit do not depend on the treatments of other units. However, this no-interfere…