Blockwise Coordinate Descent Procedures for the Multi-Task Lasso with Applications to Neural Semantic Basis Discovery

We develop a cyclical blockwise coordinate descent algorithm for the multi-task Lasso that efficiently solves problems with thousands of features and tasks. The main result shows that a closed-form Wi