148 citations · 186 across the 2 of their papers we have counts for
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stat.ML2010★ 38 cited
Union Support Recovery in Multi-task Learning
Mladen Kolar, John Lafferty, Larry Wasserman
We sharply characterize the performance of different penalization schemes for the problem of selecting the relevant variables in the multi-task setting. Previous work focuses on th…
stat.ML2010★ 148 cited
Stability Approach to Regularization Selection (StARS) for High Dimensional Graphical Models
Han Liu, Kathryn Roeder, Larry Wasserman
A challenging problem in estimating high-dimensional graphical models is to choose the regularization parameter in a data-dependent way. The standard techniques include -fold cr…