Robust Principal Component Analysis: A Construction Error Minimization Perspective

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Kai Liu, Yarui Cao

Published: 2021, Last Modified: 29 Sept 2024CoRR 2021EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: In this paper we propose a novel optimization framework to systematically solve robust PCA problem with rigorous theoretical guarantee, based on which we investigate very computationally economic updating algorithms.