On Regularized Square-root Regression Problems: Distributionally Robust Interpretation and Fast Computations

Hong T. M. Chu, Kim-Chuan Toh, Yangjing Zhang

Square-root (loss) regularized models have recently become popular in linear regression due to their nice statistical properties. Moreover, some of these models can be interpreted…