3 papers
stat.ML2017
Weighted Orthogonal Components Regression Analysis
Xiaogang Su, Yaa Wonkye, Pei Wang +1
In the multiple linear regression setting, we propose a general framework, termed weighted orthogonal components regression (WOCR), which encompasses many known methods as special…
stat.ME2016
Sparse Estimation of Generalized Linear Models (GLM) via Approximated Information Criteria
Xiaogang Su, Juanjuan Fan, Richard A. Levine +2
We propose a new sparse estimation method, termed MIC (Minimum approximated Information Criterion), for generalized linear models (GLM) in fixed dimensions. What is essentially inv…
stat.CO2016
coxphMIC: An R Package for Sparse Estimation of Cox Proportional Hazards Models
Razieh Nabi, Xiaogang Su
In this paper, we describe an R package named coxphMIC, which implements the sparse estimation method for Cox proportional hazards models via approximated information criterion (Su…