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Jun, 2018
鲁棒主成分分析及其变体的高效优化算法
Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants
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Shiqian Ma, Necdet Serhat Aybat
TL;DR
该论文回顾了现有的优化方法来解决鲁棒PCA及其变体。论文讨论了这些方法的优缺点和收敛性,并提出了一些面向多处理器环境下解决大规模问题的新算法框架的可能研究方向。
Abstract
robust pca
has drawn significant attention in the last decade due to its success in numerous application domains, ranging from bio-informatics, statistics, and machine learning to image and video processing in computer vision.
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