118 citations · 237 across the 17 of their papers we have counts for
4 papers · 1 filter
Variable Selection with Scalable Bootstrap in Generalized Linear Model for Massive Data
Zhibing He, Yichen Qin, Ben-Chang Shia +1
Bootstrap is commonly used as a tool for non-parametric statistical inference to estimate meaningful parameters in Variable Selection Models. However, for massive dataset that has…
Copula Modeling for Data with Ties
Yan Li, Yang Li, Yichen Qin +1
Copula modeling has gained much attention in many fields recently with the advantage of separating dependence structure from marginal distributions. In real data, however, serious…
Model Confidence Bounds for Variable Selection
Yang Li, Yuetian Luo, Davide Ferrari +2
In this article, we introduce the concept of model confidence bounds (MCB) for variable selection in the context of nested models. Similarly to the endpoints in the familiar confid…
Pairwise Sequential Randomization and Its Properties
Yichen Qin, Yang Li, Wei Ma +1
In comparative studies, such as in causal inference and clinical trials, balancing important covariates is often one of the most important concerns for both efficient and credible…