Demixed Sparse Principal Component Analysis Through Hybrid Structural Regularizers

Recently, the sparse representation of multivariate data has gained great popularity in real-world applications like neural activity analysis. Many previous analyses for these data utilize sparse principal component analysis (SPCA) to obtain a sparse representation. However, <inline-formula> &...

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Bibliographic Details
Main Authors: Yan Zhang, Haoqing Xu
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9491086/