40 citations · 57 across the 2 of their papers we have counts for
2 papers
cs.LG2014★ 40 cited
Multi-task Sparse Structure Learning
Andre R. Goncalves, Puja Das, Soumyadeep Chatterjee +3
Multi-task learning (MTL) aims to improve generalization performance by learning multiple related tasks simultaneously. While sometimes the underlying task relationship structure i…
stat.ML2014★ 17 cited
Generalized Dantzig Selector: Application to the k-support norm
Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee
We propose a Generalized Dantzig Selector (GDS) for linear models, in which any norm encoding the parameter structure can be leveraged for estimation. We investigate both computati…