Time Series

Foundation models for time series analysis: A tutorial and survey
Time series analysis stands as a focal point within the data mining community, serving as a cornerstone for extracting valuable …
Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs
Multivariate time series forecasting has long received significant attention in real-world applications, such as energy consumption and …
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Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
Modeling multivariate time series has long been a subject that has attracted researchers from a diverse range of fields including …
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Multivariate Relations Aggregation Learning in Social Networks
Multivariate relations are general in various types of networks, such as biological networks, social networks, transportation networks, …
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Time series feature learning with labeled and unlabeled data
Time series classification has attracted much attention in the last two decades. However, in many real-world applications, the …
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