Search Results for author: Siwei Rao

Found 4 papers, 1 papers with code

Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series

no code implementations29 Sep 2021 Jing Zhang, Peng Zhang, Yupeng He, Siwei Rao, Jun Wang, Guangjian Tian

In this framework, we derive the mathematical representation of the variable space, and then use a tensor network based on the idea of low-rank approximation to model the variable space.

Multivariate Time Series Forecasting Tensor Networks +2

TextTN: Probabilistic Encoding of Language on Tensor Network

no code implementations1 Jan 2021 Peng Zhang, Jing Zhang, Xindian Ma, Siwei Rao, Guangjian Tian, Jun Wang

As a novel model that bridges machine learning and quantum theory, tensor network (TN) has recently gained increasing attention and successful applications for processing natural images.

General Classification Sentence +4

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