Weformer: Wavelet Embedding Transformer for Multivariate Time Series Forecasting

Tianyou Yang; Xunbo Li; Hao Liu; Shi Jieling; Tengfei Wang; Zhenlin Wang

doi:10.1109/iccwamtip64812.2024.10873624

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JOURNAL ARTICLE

Weformer: Wavelet Embedding Transformer for Multivariate Time Series Forecasting

Tianyou Yang Xunbo Li Hao Liu Shi Jieling Tengfei Wang Zhenlin Wang

Year: 2024 Pages: 1-4

DOI: 10.1109/iccwamtip64812.2024.10873624

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Keywords:

Wavelet Computer science Multivariate statistics Time series Embedding Series (stratigraphy) Transformer Wavelet transform Econometrics Artificial intelligence Mathematics Machine learning Engineering Electrical engineering Geology Voltage

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Topics

Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Neural Networks and Applications

Physical Sciences → Computer Science → Artificial Intelligence

Weformer: Wavelet Embedding Transformer for Multivariate Time Series Forecasting

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