134 citations · 445 across the 29 of their papers we have counts for
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stat.ML2013★ 15 cited
A Convex Formulation for Mixed Regression with Two Components: Minimax Optimal Rates
Yudong Chen, Xinyang Yi, Constantine Caramanis
We consider the mixed regression problem with two components, under adversarial and stochastic noise. We give a convex optimization formulation that provably recovers the true solu…
stat.ML2013★ 72 cited
Alternating Minimization for Mixed Linear Regression
Xinyang Yi, Constantine Caramanis, Sujay Sanghavi
Mixed linear regression involves the recovery of two (or more) unknown vectors from unlabeled linear measurements; that is, where each sample comes from exactly one of the vectors,…