Exact Guarantees on the Absence of Spurious Local Minima for
Non-negative Rank-1 Robust Principal Component Analysis

Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis

30 December 2018

Somayeh Sojoudi

Papers citing "Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis"

6 / 6 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 31 3 0 15 Feb 2023
Simple Alternating Minimization Provably Solves Complete Dictionary Learning Geyu Liang G. Zhang S. Fattahi Richard Y. Zhang 15 5 0 23 Oct 2022
Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition Jianhao Ma Li-Zhen Guo S. Fattahi 38 4 0 01 Oct 2022
Blessing of Nonconvexity in Deep Linear Models: Depth Flattens the Optimization Landscape Around the True Solution Jianhao Ma S. Fattahi 44 5 0 15 Jul 2022
Adversarial Crowdsourcing Through Robust Rank-One Matrix Completion Qianqian Ma Alexander Olshevsky 15 32 0 23 Oct 2020
Asymptotic Convergence Rate of Alternating Minimization for Rank One Matrix Completion Rui Liu Alexander Olshevsky 20 0 0 11 Aug 2020