67 citations · 221 across the 42 of their papers we have counts for
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cs.LG2019★ 67 cited
Robust Low-Rank Tensor Ring Completion
Huyan Huang, Yipeng Liu, Ce Zhu
Low-rank tensor completion recovers missing entries based on different tensor decompositions. Due to its outstanding performance in exploiting some higher-order data structure, low…
cs.LG2019★ 7 cited
Low-rank Tensor Grid for Image Completion
Huyan Huang, Yipeng Liu, Ce Zhu
Tensor completion estimates missing components by exploiting the low-rank structure of multi-way data. The recently proposed methods based on tensor train (TT) and tensor ring (TR)…
cs.LG2019★ 61 cited
Provable Tensor Ring Completion
Huyan Huang, Yipeng Liu, Ce Zhu
Tensor completion recovers a multi-dimensional array from a limited number of measurements. Using the recently proposed tensor ring (TR) decomposition, in this paper we show that a…