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math.NA2023
Tracking Tensor Ring Decompositions of Streaming Tensors
Yajie Yu, Hanyu Li
Tensor ring (TR) decomposition is an efficient approach to discover the hidden low-rank patterns for higher-order tensors, and streaming tensors are becoming highly prevalent in re…
math.NA2023
Block-Randomized Stochastic Methods for Tensor Ring Decomposition
Yajie Yu, Hanyu Li, Jingchun Zhou
Tensor ring (TR) decomposition is a simple but effective tensor network for analyzing and interpreting latent patterns of tensors. In this work, we propose a doubly randomized opti…