4 papers
A Unified Framework for Coupled Tensor Completion
Huyan Huang, Yipeng Liu, Ce Zhu
Coupled tensor decomposition reveals the joint data structure by incorporating priori knowledge that come from the latent coupled factors. The tensor ring (TR) decomposition is inv…
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…
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)…
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…