Search Results for author: Qiu-Hua Lin

Found 4 papers, 0 papers with code

A Coupled Random Projection Approach to Large-Scale Canonical Polyadic Decomposition

no code implementations10 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.

Double Coupled Canonical Polyadic Decomposition for Joint Blind Source Separation

no code implementations30 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.

blind source separation

Generalized Non-orthogonal Joint Diagonalization with LU Decomposition and Successive Rotations

no code implementations3 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.

blind source separation

Combined Independent Component Analysis and Canonical Polyadic Decomposition via Joint Diagonalization

no code implementations5 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.

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