363 citations · 989 across the 32 of their papers we have counts for
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stat.ME2012★ 10 cited
Convex hierarchical testing of interactions
Jacob Bien, Noah Simon, Robert Tibshirani
We consider the testing of all pairwise interactions in a two-class problem with many features. We devise a hierarchical testing framework that considers an interaction only when o…
stat.ME2012★ 363 cited
A lasso for hierarchical interactions
Jacob Bien, Jonathan Taylor, Robert Tibshirani
We add a set of convex constraints to the lasso to produce sparse interaction models that honor the hierarchy restriction that an interaction only be included in a model if one or…
stat.AP2012★ 253 cited
Prototype selection for interpretable classification
Jacob Bien, Robert Tibshirani
Prototype methods seek a minimal subset of samples that can serve as a distillation or condensed view of a data set. As the size of modern data sets grows, being able to present a…