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 ${\ell }_1$-penalized logistic regression is becoming important and popular. However,…