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Author

A. K. El-Kharbotly

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Open access Aug 2026

Feature engineering for intermittent demand forecasting: zero-detection and forecast performance across GRU, LSTM, and TCN architectures

Accurate forecasting of intermittent demand remains a persistent challenge for deep learning methods, partly due to the inadequacy of conventional error metrics in capturing zero-demand forecasting performance. This study tackles this gap by introducing Z% and NZ%, two decomposed accuracy metrics that distinctly quan...

Ahmed O. El-Meehy, A. K. El-Kharbotly, Mohammed M. El-Beheiry · 0 citations

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