8 citations · 33 across the 33 of their papers we have counts for
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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…
math.ST2023
Least product relative error estimation for functional multiplicative model and optimal subsampling
Qian Yan, Hanyu Li
In this paper, we study the functional linear multiplicative model based on the least product relative error criterion. Under some regularization conditions, we establish the consi…