Forecasting Multivariate Time Series under Predictive Heterogeneity: A Validation-Driven Clustering Framework

Ziling Ma, Ángel López Oriona, Hernando Ombao +1

We study adaptive pooling under predictive heterogeneity in high-dimensional multivariate time series forecasting, where global models improve statistical efficiency but may fail t…