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Logistics· 2026Q1

A Machine Learning Framework: E-Commerce Retail Sales Forecasting with External Weather Features

Muhammad Zaka Shaheryar, Monzer Alharairi, Saman Hassanzadeh Amin, Saeed Zolfaghari

Short summary

A Stacked LSTM model achieved the best sales forecast accuracy (MAE 28.50, RMSE 57.04) by integrating historical sales and weather data, though historical sales were the primary predictor.

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Field: Management Science and Operations Research

Management Science and Operations ResearchDecision Sciences