CLformer: Locally grouped auto-correlation and convolutional transformer for long-term multivariate time series forecasting

Xingyu Wang; Hui Liu; Junzhao Du; Zhihan Yang; Xiyao Dong

doi:10.1016/j.engappai.2023.106042

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CLformer: Locally grouped auto-correlation and convolutional transformer for long-term multivariate time series forecasting

Xingyu Wang Hui Liu Junzhao Du Zhihan Yang Xiyao Dong

Year: 2023 Journal: Engineering Applications of Artificial Intelligence Vol: 121 Pages: 106042-106042 Publisher: Elsevier BV

DOI: 10.1016/j.engappai.2023.106042

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Keywords:

Computer science Autocorrelation Time series Benchmark (surveying) Series (stratigraphy) Multivariate statistics Transformer Artificial intelligence Data mining Machine learning Statistics Mathematics

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Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Stock Market Forecasting Methods

Social Sciences → Decision Sciences → Management Science and Operations Research

Energy Load and Power Forecasting

Physical Sciences → Engineering → Electrical and Electronic Engineering

CLformer: Locally grouped auto-correlation and convolutional transformer for long-term multivariate time series forecasting

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