no code implementations • 10 May 2021 • Lu-Ming Wang, Ya-Nan Wang, Xiao-Feng Gong, Qiu-Hua Lin, Fei Xiang
We propose a novel algorithm for the computation of canonical polyadic decomposition (CPD) of large-scale tensors.
no code implementations • 30 Dec 2016 • Xiao-Feng Gong, Qiu-Hua Lin, Feng-Yu Cong, Lieven De Lathauwer
We show how, by using second-order multi-set statistics in J-BSS, a specific double coupled canonical polyadic decomposition (DC-CPD) problem can be formulated.
no code implementations • 3 Dec 2013 • Xiao-Feng Gong, Xiu-Lin Wang, Qiu-Hua Lin
Non-orthogonal joint diagonalization (NJD) free of prewhitening has been widely studied in the context of blind source separation (BSS) and array signal processing, etc.
no code implementations • 5 Nov 2013 • Xiao-Feng Gong, Cheng-Yuan Wang, Ya-Na Hao, Qiu-Hua Lin
Recently, there has been a trend to combine independent component analysis and canonical polyadic decomposition (ICA-CPD) for an enhanced robustness for the computation of CPD, and ICA-CPD could be further converted into CPD of a 5th-order partially symmetric tensor, by calculating the eigenmatrices of the 4th-order cumulant slices of a trilinear mixture.