303 citations · 885 across the 16 of their papers we have counts for
3 papers · 1 filter
Tensor Ring Decomposition
Qibin Zhao, Guoxu Zhou, Shengli Xie +2
Tensor networks have in recent years emerged as the powerful tools for solving the large-scale optimization problems. One of the most popular tensor network is tensor train (TT) de…
Decomposition of Big Tensors With Low Multilinear Rank
Guoxu Zhou, Andrzej Cichocki, Shengli Xie
Tensor decompositions are promising tools for big data analytics as they bring multiple modes and aspects of data to a unified framework, which allows us to discover complex intern…
Accelerated Canonical Polyadic Decomposition by Using Mode Reduction
Guoxu Zhou, Andrzej Cichocki, Shengli Xie
Canonical Polyadic (or CANDECOMP/PARAFAC, CP) decompositions (CPD) are widely applied to analyze high order tensors. Existing CPD methods use alternating least square (ALS) iterati…