Tensor principal component analysis

• Main Authors: ZHOU, Pan, LU, Canyi, LIN, Zhouchen
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/9050
• Institution: Singapore Management University

Tensor principal component analysis (PCA) has attracted increasing attention recently because of its effectiveness in multiway or tensor data analysis. This chapter introduces tensor PCA [1], [2] and its variants, including robust tensor PCA (R-TPCA) [2], tensor low-rank representation (TLRR) [3], a...