JOURNAL ARTICLE
Sparse principal component analysis by choice of norm
Year: 2012 Journal: Journal of Multivariate Analysis Vol: 114 Pages: 127-160 Publisher: Elsevier BV
Keywords:
Principal component analysis Mathematics Sparse PCA Norm (philosophy) Convexity Mathematical optimization Orthogonality Eigenvalues and eigenvectors Computation Applied mathematics Matrix norm Consistency (knowledge bases) Algorithm Statistics
Metrics
44
Cited By
4.90
FWCI (Field Weighted Citation Impact)
20
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%
Citation History
Topics
Sparse and Compressive Sensing Techniques
Physical Sciences → Engineering → Computational Mechanics
Gene expression and cancer classification
Life Sciences → Biochemistry, Genetics and Molecular Biology → Molecular Biology
Statistical Methods and Inference
Physical Sciences → Mathematics → Statistics and Probability
Related Documents
BOOK-CHAPTER
Sparse Nuclear Norm Two Dimensional Principal Component Analysis
Lecture notes in computer science Year: 2016 Pages: 547-555
JOURNAL ARTICLE
Nuclear norm based two-dimensional sparse principal component analysis
Yudong ChenZhihui LaiJiajun WenCan Gao
Journal: International Journal of Wavelets Multiresolution and Information Processing Year: 2018 Vol: 16 (02)Pages: 1840002-1840002
BOOK-CHAPTER
Sparse Principal Component Analysis via Joint L 2,1-Norm Penalty
Xiaoshuang ShiLai ZhihuiZhenhua GuoMinghua WanZhao CairongHeng Kong
Lecture notes in computer science Year: 2013 Pages: 148-159
JOURNAL ARTICLE
Sparse Principal Component Analysis
Hui ZouTrevor HastieRobert Tibshirani
Journal: Journal of Computational and Graphical Statistics Year: 2006 Vol: 15 (2)Pages: 265-286
JOURNAL ARTICLE
Tensor robust principal component analysis via dual l quasi-norm sparse constraints
Journal: Digital Signal Processing Year: 2024 Vol: 150 Pages: 104520-104520