Randomized online CP decomposition

• Main Authors: MA, Congbo, YANG, Xiaowei, WANG, Hu
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: CP decomposition; Online learning; Randomized-sampling; Tensor decomposition; Databases and Information Systems; Programming Languages and Compilers
• Online Access: https://ink.library.smu.edu.sg/sis_research/4112
• Institution: Singapore Management University

CANDECOMP/PARAFAC (CP) decomposition has been widely used to deal with multi-way data. For real-time or large-scale tensors, based on the ideas of randomized-sampling CP decomposition algorithm and online CP decomposition algorithm, a novel CP decomposition algorithm called randomized online CP deco...