activity
20072021
most citedGibbs posterior for variable selection in high-dimensional classification and data mining

104 citations · 259 across the 18 of their papers we have counts for

collaborators

18 papers

stat.ML2021

A Note on Comparison of F-measures

Wei Ju, Wenxin Jiang

We comment on a recent TKDE paper "Linear Approximation of F-measure for the Performance Evaluation of Classification Algorithms on Imbalanced Data Sets", and make two improvements…

stat.ML2020

Statistical Formulas for F Measures

Wenxin Jiang

We provide analytic formulas for the standard error and confidence intervals for the F measures, based on a property of asymptotic normality in the large sample limit. The formula…

math.ST2019

Conditional variable screening via ordinary least squares projection

Ning Zhang, Wenxin Jiang, Yuting Lan

In this article, we propose a novel variable screening method for linear models named as conditional screening via ordinary least squares projection (COLP). COLP can take advantage…

cs.CL2019★ 3 cited

Multi-sense Definition Modeling using Word Sense Decompositions

Ruimin Zhu, Thanapon Noraset, Alisa Liu +2

Word embeddings capture syntactic and semantic information about words. Definition modeling aims to make the semantic content in each embedding explicit, by outputting a natural la…

math.ST2018★ 2 cited

On the sure screening properties of iteratively sure independence screening algorithms

Ning Zhang, Wenxin Jiang, Yuting Lan

Fan and Lv (2008) proposed the path-breaking theory of sure independence screening (SIS) and an iterative algorithm (ISIS) to effectively reduce the predictor dimension for further…

stat.AP2018★ 11 cited

Ecological Regression with Partial Identification

Wenxin Jiang, Gary King, Allen Schmaltz +1

Ecological inference (EI) is the process of learning about individual behavior from aggregate data. We study a partially identified linear contextual effects model for EI and descr…