270 citations · 646 across the 26 of their papers we have counts for
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stat.ML2018★ 34 cited
Beyond Backprop: Online Alternating Minimization with Auxiliary Variables
Anna Choromanska, Benjamin Cowen, Sadhana Kumaravel +8
Despite significant recent advances in deep neural networks, training them remains a challenge due to the highly non-convex nature of the objective function. State-of-the-art metho…
stat.ML2014★ 8 cited
Sparse Quantile Huber Regression for Efficient and Robust Estimation
Aleksandr Y. Aravkin, Anju Kambadur, Aurelie C. Lozano +1
We consider new formulations and methods for sparse quantile regression in the high-dimensional setting. Quantile regression plays an important role in many applications, including…