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20082026
most citedA significance test for the lasso

565 citations · 2.9k across the 63 of their papers we have counts for

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math.ST2010★ 1 cited

Strong rules for discarding predictors in lasso-type problems

Robert Tibshirani, Jacob Bien, Jerome Friedman +4

We consider rules for discarding predictors in lasso regression and related problems, for computational efficiency. El Ghaoui et al (2010) propose "SAFE" rules that guarantee that…

math.ST2010★ 557 cited

The solution path of the generalized lasso

Ryan J. Tibshirani, Jonathan Taylor

We present a path algorithm for the generalized lasso problem. This problem penalizes the norm of a matrix D times the coefficient vector, and has a wide range of applicat…