DisMASTD: An efficient distributed multi-aspect streaming tensor decomposition

• Main Authors: YANG, Keyu, GAO, Yunjun, SHEN, Yifeng, ZHENG, Baihua, CHEN, Lu
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2021
• 主題: Data analysis; tensors; social computing; Databases and Information Systems; Numerical Analysis and Scientific Computing
• 在線閱讀: 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

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...