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D. Khalil

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Open access Aug 2026

Forecasting Multivariate Time Series: A Comparison of Machine Learning, Statistical and Deep Learning Models

The findings demonstrate that rigorous leakage-free validation is essential for reliable forecasting research and that, for monthly Robusta coffee prices, increased model complexity does not necessarily yield superior predictive performance.

Dler H Kadir, D. Khalil, Azhin M. Khudhur · 0 citations

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