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Distributed preconditioning for sparse linear systems

Another preconditioner for sparse systems

Using bootstrap to test equality of covariance matrices

A second-order active set algorithm for l1-regularized optimization

Boosting in linear regression is related to subgradient optimization AdaBoost and Forward Stagewise Regression are First-Order Convex Optimization Methods

Duality between subgradient and conditional gradient methods