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Dimensionality reduction in forecasting with temporal hierarchies

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Published in 2021 at "International Journal of Forecasting"

DOI: 10.1016/j.ijforecast.2020.12.003

Abstract: Abstract Combining forecasts from multiple temporal aggregation levels exploits information differences and mitigates model uncertainty, while reconciliation ensures a unified prediction that supports aligned decisions at different horizons. It can be challenging to estimate the… read more here.

Keywords: temporal hierarchies; dimensionality reduction; forecasting temporal; dimensionality ... See more keywords