The main innovation of the proposed BTW model lies in introducing a structured sparsity prior into TW decomposition, which enables automatic TW-rank determination during Bayesian inference, eliminating the need for cumbersome manual rank selection.
Zhen-Hao Huang, Guo-Xu Zhou, Yi Liang et al.· Science China Technological...· 0 citations
The main finding is that a frozen parent's recursive trajectory is easier to fit than the observed future with lightweight parallel exits, and a correctable residual projection along a train-selected periodic history direction is found.
Ziang Li, Yue Huang, Guo-Xu Zhou et al.· 0 citations
A robust non-parametric Bayesian method known as the Bayesian adaptive tensor ring decomposition (BATR) method, which accomplishes an adaptive low tensor ring (TR) rank model by incorporating a more advanced generalized hyperbolic (GH) prior into the probabilistic framework, thereby facilitating automatic TR rank deter...