Univariate time series predictions outshine multivariate for short-term forecasting.
The study compared univariate and multivariate time series predictions. Univariate predictions are better for short-term forecasts, while multivariate predictions are more accurate for long-term predictions. The researchers used artificial and real datasets to show that the choice between univariate and multivariate prediction depends on how far into the future we want to predict.