Po-Ling Loh

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20112024

most citedHigh-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity

551 citations · 1.1k across the 33 of their papers we have counts for

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Showing 2014Show all

2 papers · 1 filter

math.ST2014★ 4 cited

Support recovery without incoherence: A case for nonconvex regularization

Po-Ling Loh, Martin J. Wainwright

We demonstrate that the primal-dual witness proof method may be used to establish variable selection consistency and $ℓ_{\infty}$ -bounds for sparse regression problems, even when…

stat.ML2014★ 1 cited

Concavity of reweighted Kikuchi approximation

Po-Ling Loh, Andre Wibisono

We analyze a reweighted version of the Kikuchi approximation for estimating the log partition function of a product distribution defined over a region graph. We establish sufficien…