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Improved Pathwise Coordinate Descent for Power Penalties

Improved Pathwise Coordinate Descent for Power Penalties

Pathwise coordinate descent algorithms have been used to compute entire solution paths for lasso and other penalized regression problems quickly with great success. They improve upon cold start algorithms by solving the problems that make up the solution path sequentially for an ordered set of tuning parameter values, instead of …