Showing stat.MLShow all
2 papers · 1 filter
stat.ML2022
Distribution Estimation of Contaminated Data via DNN-based MoM-GANs
Fang Xie, Lihu Xu, Qiuran Yao +1
This paper studies the distribution estimation of contaminated data by the MoM-GAN method, which combines generative adversarial net (GAN) and median-of-mean (MoM) estimation. We u…
stat.ML2020
Weighted Lasso Estimates for Sparse Logistic Regression: Non-asymptotic Properties with Measurement Error
Huamei Huang, Yujing Gao, Huiming Zhang +1
When we are interested in high-dimensional system and focus on classification performance, the -penalized logistic regression is becoming important and popular. However,…