JOURNAL ARTICLE
Robust sparse principal component analysis
Year: 2014 Journal: Science China Information Sciences Vol: 57 (9)Pages: 1-14 Publisher: Springer Nature
Keywords:
Sparse PCA Principal component analysis Outlier Robustness (evolution) Curse of dimensionality Robust principal component analysis Algorithm Norm (philosophy) Computer science Sparse approximation Mathematics Pattern recognition (psychology) Mathematical optimization Artificial intelligence
Metrics
25
Cited By
3.48
FWCI (Field Weighted Citation Impact)
31
Refs
0.92
Citation Normalized Percentile
Is in top 1%
Is in top 10%
Citation History
Topics
Sparse and Compressive Sensing Techniques
Physical Sciences → Engineering → Computational Mechanics
Image and Signal Denoising Methods
Physical Sciences → Computer Science → Computer Vision and Pattern Recognition
Blind Source Separation Techniques
Physical Sciences → Computer Science → Signal Processing
Related Documents
JOURNAL ARTICLE
Robust Sparse Principal Component Analysis
Christophe CrouxPeter FilzmoserHeinrich Fritz
Journal: Technometrics Year: 2011 Vol: 55 (2)Pages: 202-214
JOURNAL ARTICLE
Cellwise robust and sparse principal component analysis
Pia PfeifferLaura Vana-GürPeter Filzmoser
Journal: Advances in Data Analysis and Classification Year: 2025
JOURNAL ARTICLE
Bayesian robust principal component analysis with structured sparse component
Ningning HanYumeng SongZhanjie Song
Journal: Computational Statistics & Data Analysis Year: 2016 Vol: 109 Pages: 144-158
JOURNAL ARTICLE
Robust principal component analysis for sparse face recognition
Year: 2013 Vol: 3 Pages: 171-176
JOURNAL ARTICLE
Fuzzy Sparse Deviation Regularized Robust Principal Component Analysis
Yunlong GaoTingting LinJinyan PanFeiping NieYouwei Xie
Journal: IEEE Transactions on Image Processing Year: 2022 Vol: 31 Pages: 5645-5660