Sparse Convex Quantile Regression: A Generalized Benders Decomposition Approach

Xiaoyu Luo, Chuanhou Gao

We develop a scalable algorithmic framework for sparse convex quantile regression (SCQR), addressing key computational challenges in the literature. Enhancing the classical CQR mod…