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This augmented and penalized\nminimization method provides an approximation solution to the\nL0 penalty problem, but runs as fast as L1 regularization. The\npackage uses a one-step coordinate descent algorithm and runs\nextremely fast by taking into account the sparsity structure of\ncoefficients. 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