Optimal Time Series Forecasting Through the GARMA Model

This paper examines the use of machine learning methods in modeling and forecasting time series with long memory through GARMA. By employing rigorous model selection criteria through simulation study, we find that the hybrid GARMA-LSTM model outperforms traditional approaches in forecasting long-mem...

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Bibliographic Details
Main Authors: Adel Hassan A. Gadhi, Shelton Peiris, David E. Allen, Richard Hunt
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Econometrics
Subjects:
Online Access:https://www.mdpi.com/2225-1146/13/1/3
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