Ziling Ma

Adaptive Multi-Scale Forecasting and Gate-Localized Conformal Prediction for Multivariate Nonstationary Time Series

ABF-T-GLCP, a model-agnostic framework for forecasting and uncertainty quantification in nonstationary multivariate time series, shows consistent gains in point forecasting accuracy and substantially narrower prediction intervals with empirical coverage close to the nominal level.