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20152025
most citedConvergence Analysis for Rectangular Matrix Completion Using Burer-Monteiro Factorization and Gradient Descent

111 citations · 229 across the 16 of their papers we have counts for

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stat.ML2015★ 54 cited

A Convergent Gradient Descent Algorithm for Rank Minimization and Semidefinite Programming from Random Linear Measurements

Qinqing Zheng, John Lafferty

We propose a simple, scalable, and fast gradient descent algorithm to optimize a nonconvex objective for the rank minimization problem and a closely related family of semidefinite…