Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach

1 code implementation • 4 Dec 2023 • Jinguo Cheng, Ke Li, Yuxuan Liang, Lijun Sun, Junchi Yan, Yuankai Wu

To address this challenge, we present the Super-Multivariate Urban Mobility Transformer (SUMformer), which utilizes a specially designed attention mechanism to calculate temporal and cross-variable correlations and reduce computational costs stemming from a large number of time series.

Multivariate Time Series Forecasting Time Series +1