Accelerating Non-Negative and Bounded-Variable Linear Regression Algorithms with Safe Screening

Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte

Non-negative and bounded-variable linear regression problems arise in a variety of applications in machine learning and signal processing. In this paper, we propose a technique to…