LGNov 23, 2021
Robust Principal Component Analysis: A Construction Error Minimization Perspective
arXiv:2111.12132v1
Originality Incremental advance
AI Analysis
This work addresses robust PCA for data analysis, offering incremental improvements in computational efficiency.
The authors tackled the robust PCA problem by proposing a novel optimization framework with theoretical guarantees, leading to computationally efficient updating algorithms.
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.