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näkemys - Nonstationary Multivariate Time Series Forecasting
Hierarchical Time Series Variational Transformer for Nonstationary Multivariate Time Series Forecasting
HTV-Trans is a novel model that effectively captures non-stationarity and stochasticity in multivariate time series forecasting, outperforming other methods.
Analyzing Nonstationary Multivariate Time Series Forecasting with Hierarchical Transformer
The author proposes a novel Hierarchical Time series Variational Transformer (HTV-Trans) to address non-stationarity and stochasticity in multivariate time series forecasting, combining a generative module with a transformer for improved performance.
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