183 citations · 469 across the 31 of their papers we have counts for
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stat.ML2013★ 115 cited
Feature Selection with Annealing for Computer Vision and Big Data Learning
Adrian Barbu, Yiyuan She, Liangjing Ding +1
Many computer vision and medical imaging problems are faced with learning from large-scale datasets, with millions of observations and features. In this paper we propose a novel ef…
math.ST2013★ 9 cited
The Group Square-Root Lasso: Theoretical Properties and Fast Algorithms
Florentina Bunea, Johannes Lederer, Yiyuan She
We introduce and study the Group Square-Root Lasso (GSRL) method for estimation in high dimensional sparse regression models with group structure. The new estimator minimizes the s…