Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate

8 March 2022

Somayeh Sojoudi

Papers citing "Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate"

3 / 3 papers shown

Title
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points Ziye Ma Igor Molybog Javad Lavaei Somayeh Sojoudi 13 3 0 15 Feb 2023
Nonconvex Matrix Factorization is Geodesically Convex: Global Landscape Analysis for Fixed-rank Matrix Optimization From a Riemannian Perspective Yuetian Luo Nicolas García Trillos 17 6 0 29 Sep 2022
Linear Convergence of Gradient and Proximal-Gradient Methods Under the Polyak-Łojasiewicz Condition Hamed Karimi J. Nutini Mark W. Schmidt 119 1,198 0 16 Aug 2016