Talks
Fall 2022

A Deterministic Theory of Low Rank Matrix Completion

Tuesday, September 27th, 2022, 9:45 am10:30 am

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Speaker: 

Sourav Chatterjee (Stanford University)

Location: 

Calvin Lab Auditorium

Abstract

 

The problem of completing a large low rank matrix using a subset of revealed entries has received much attention in the last ten years. I will give a necessary and sufficient condition, stated in the language of graph limit theory, for a sequence of matrix completion problems with arbitrary missing patterns to be asymptotically solvable. I will also present an algorithm that is able to approximately recover the matrix whenever recovery is possible.

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PDF icon beam-lowrank.pdf324.95 KB