most citedA Unified Framework for Regularized Estimating Equations via Fixed-Point and Variational Inequality Problems

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stat.CO2026

Fast Computational Methods for Regularized Estimating Equations

Weihua Shi, Yixuan Li, Yi Lian +2

Estimating equations arise in a wide range of statistical applications, including longitudinal and clustered data analysis, survival analysis, econometrics, and semiparametric infe…

stat.CO2026

Adaptive Sparse Group Lasso Penalized Quantile Regression via Dual ADMM

Huayan Kou, Yuwen Gu, Yi Lian +2

Sparse penalized quantile regression provides an effective framework for variable selection and robust estimation in high-dimensional data analysis. When ex planatory variables are…