A pipeline uses community detection plus attention to create dynamic hypergraphs from raw multivariate time series and feeds them to DHACN for forecasting without prior structural knowledge
Universal and Nonuniversal Properties of Cross Correlations in Financial Time Series.Physical review letters, 83(7):1471, 1999
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Dynamic Hypergraph Representation Learning for Multivariate Time Series without Prior Knowledge
A pipeline uses community detection plus attention to create dynamic hypergraphs from raw multivariate time series and feeds them to DHACN for forecasting without prior structural knowledge