Spatiotemporal Transformer Neural Network for Time-Series Forecasting

Spatiotemporal Transformer Neural Network for Time-Series Forecasting

Predicting high-dimensional short-term time-series is a difficult task due to the lack of sufficient information and the curse of dimensionality. To overcome these problems, this study proposes a novel spatiotemporal transformer neural network (STNN) for efficient prediction of short-term time-serie...

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Bibliographic Details
Main Authors: Yujie You, Le Zhang, Peng Tao, Suran Liu, Luonan Chen
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Entropy
Subjects:
time-series
spatiotemporal information transformation
attention mechanism
transformer network
Online Access:https://www.mdpi.com/1099-4300/24/11/1651

Internet

https://www.mdpi.com/1099-4300/24/11/1651

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