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math.NA2017★ 1 cited
Error Preserving Correction for CPD and Bounded-Norm CPD
Anh-Huy Phan, Petr Tichavský, Andrzej Cichocki
In CANDECOMP/PARAFAC tensor decomposition, degeneracy often occurs in some difficult scenarios, e.g., when the rank exceeds the tensor dimension, or when the loading components are…
math.NA2017
Best Rank-One Tensor Approximation and Parallel Update Algorithm for CPD
Anh-Huy Phan, Petr Tichavský, Andrzej Cichocki
A novel algorithm is proposed for CANDECOMP/PARAFAC tensor decomposition to exploit best rank-1 tensor approximation. Different from the existing algorithms, our algorithm updates…