Hypergraph regularized nonnegative triple decomposition for multiway data analysis

Abstract Tucker decomposition is widely used for image representation, data reconstruction, and machine learning tasks, but the calculation cost for updating the Tucker core is high. Bilevel form of triple decomposition (TriD) overcomes this issue by decomposing the Tucker core into three low-dimens...

Full description

Bibliographic Details
Main Authors: Qingshui Liao, Qilong Liu, Fatimah Abdul Razak
Format: Article
Language:English
Published: Nature Portfolio 2024-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-59300-3