4 citations · 4 across the 4 of their papers we have counts for
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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…
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…
Sketch-and-project methods for tensor linear systems
Ling Tang, Yajie Yu, Yanjun Zhang +1
For tensor linear systems with respect to the popular t-product, we first present the sketch-and-project method and its adaptive variants. Their Fourier domain versions are also in…
A Block-Randomized Stochastic Method with Importance Sampling for CP Tensor Decomposition
Yajie Yu, Hanyu Li
One popular way to compute the CANDECOMP/PARAFAC (CP) decomposition of a tensor is to transform the problem into a sequence of overdetermined least squares subproblems with Khatri-…