32 citations · 115 across the 16 of their papers we have counts for
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3 papers · 1 filter
stat.ML2017★ 13 cited
Elastic-net Regularized High-dimensional Negative Binomial Regression: Consistency and Weak Signals Detection
Huiming Zhang, Jinzhu Jia
We study a sparse negative binomial regression (NBR) for count data by showing the non-asymptotic advantages of using the elastic-net estimator. Two types of oracle inequalities ar…
math.ST2017★ 4 cited
Sparse Poisson Regression with Penalized Weighted Score Function
Jinzhu Jia, Fang Xie, Lihu Xu
We proposed a new penalized method in this paper to solve sparse Poisson Regression problems. Being different from penalized log-likelihood estimation, our new method can…
stat.ME2017★ 9 cited
Main and Interaction Effects Selection for Quadratic Discriminant Analysis via Penalized Linear Regression
Deqiang Zheng, Jinzhu Jia, Xiangzhong Fang +1
Discriminant analysis is a useful classification method. Variable selection for discriminant analysis is becoming more and more im- portant in a high-dimensional setting. This pape…