767 citations · 4.4k across the 70 of their papers we have counts for
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cs.LG2010★ 25 cited
Efficient L1/Lq Norm Regularization
Jun Liu, Jieping Ye
Sparse learning has recently received increasing attention in many areas including machine learning, statistics, and applied mathematics. The mixed-norm regularization based on the…
cs.LG2010★ 36 cited
Fast Overlapping Group Lasso
Jun Liu, Jieping Ye
The group Lasso is an extension of the Lasso for feature selection on (predefined) non-overlapping groups of features. The non-overlapping group structure limits its applicability…