109 citations · 457 across the 29 of their papers we have counts for
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stat.ML2016★ 3 cited
On Learning High Dimensional Structured Single Index Models
Nikhil Rao, Ravi Ganti, Laura Balzano +2
Single Index Models (SIMs) are simple yet flexible semi-parametric models for machine learning, where the response variable is modeled as a monotonic function of a linear combinati…
stat.ML2016★ 10 cited
Structured Sparse Regression via Greedy Hard-Thresholding
Prateek Jain, Nikhil Rao, Inderjit Dhillon
Several learning applications require solving high-dimensional regression problems where the relevant features belong to a small number of (overlapping) groups. For very large data…