Applying Machine Learning in Retail Demand Prediction—A Comparison of Tree-Based Ensembles and Long Short-Term Memory-Based Deep Learning

Keyphrases

• Machine Learning 100%
• Deep Learning 100%
• Long Short-term Memory 100%
• Retail Demand 100%
• Memory-based 100%
• Extra Tree Regressor 100%
• Tree-based Ensembles 100%
• Informed Decision-making 33%
• Product Category 33%
• Random Forest Regression 33%
• Retail 33%
• COVID-19 33%
• Retail Supply Chain Management 33%
• Long Short-term Memory Network 33%
• Deep Learning Model 33%
• Regressor Models 33%
• Business Operations 33%
• Ensemble Methods 33%
• Forecast Horizon 33%
• XGBoost 33%
• Fresh Meat Products 33%
• Historical Demand 33%
• Ensemble Learning Techniques 33%
• Perishable Products 33%
• Daily Demand 33%
• Comparative Efficacy 33%
• Tree-based Ensemble Learning 33%
• External Variables 33%
• Data Demand 33%
• Ensemble Forecasting 33%
• Gradient Boosting Machine 33%
• Tree-based Ensemble Methods 33%
• Tree-based Deep Learning 33%
• Corporate Profitability 33%
• Term Prediction 33%
• Fruit Waste 33%

Social Sciences

• Deep Learning Technique 25%