DisMASTD: An efficient distributed multi-aspect streaming tensor decomposition

• Main Authors: YANG, Keyu, GAO, Yunjun, SHEN, Yifeng, ZHENG, Baihua, CHEN, Lu
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Data analysis; tensors; social computing; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/6124; https://ink.library.smu.edu.sg/context/sis_research/article/7127/viewcontent/DisMASTD_ICDE21_CR.pdf
• Institution: Singapore Management University

Tensor decomposition is a fundamental multidimensional data analysis tool for many data-driven applications, such as social computing, computer vision, and bioinformatics, to name but a few. However, the rapidly increasing streaming data nowadays introduces new challenges to traditional static tenso...