What ensemble methods did you use for demand forecasting?medium

Type
conceptual
Topic
ensemble-methods-did-you-use-for-demand-forecasting
Frequency
common
Tags
machine-learning, what, ensemble, methods, did, you
Answer

Used an ensemble of XGBoost, a statistical baseline (exponential smoothing or ARIMA), and a linear model for regularization.

Explanation

Used an ensemble of XGBoost, a statistical baseline (exponential smoothing or ARIMA), and a linear model for regularization. Combined via weighted averaging or stacking where a meta-learner decides weights based on recent forecast error. Reduces the risk of any single model failing on edge SKUs.

Follow-upCan you give a production example?