Integrating Forecasting and Inventory Decisions at IKEA Food
Published Online:29 Sep 2026https://doi.org/10.1287/inte.2025.0307
References
- (2019) Optuna: A next-generation hyperparameter optimization framework. Teredesai A, Kumar V, Li Y, Rosales R, Terzi E, Karypis G, eds. Proc. 25th ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (KDD 2019) (Association for Computing Machinery, New York), 2623–2631.Google Scholar
- (2017) Assemble-to-order systems: A review. Eur. J. Oper. Res. 261(3):866–879.Google Scholar
- (2019) The big data newsvendor: Practical insights from machine learning. Oper. Res. 67(1):90–108.Link, Google Scholar
- (2021) Towards supervised learning of optimal replenishment policies. AAAI-22 Workshop Machine Learning Oper. Res. (ML4OR) (OpenReview).Google Scholar
- (2026) Supply Chain Management: Strategy, Planning, and Operation, 8th ed. (Pearson, Hoboken, NJ).Google Scholar
- (2020) A primal-dual approach to analyzing ATO systems. Management Sci. 66(11):5389–5407.Link, Google Scholar
- (2023) Assemble-to-order systems. Song JJ, ed. Research Handbook on Inventory Management (Edward Elgar Publishing, Northampton, MA), 191–212.Google Scholar
- (2019) A data-driven newsvendor problem: From data to decision. Eur. J. Oper. Res. 278(3):904–915.Google Scholar
- (2017) LightGBM: A highly efficient gradient boosting decision tree. Guyon I, von Luxburg U, Bengio S, Wallach H, Fergus R, Vishwanathan SVN, Garnett R, eds. Adv. Neural Inform. Processing Systems, vol. 30 (Curran Associates, Inc., Red Hook, NY), 3146–3154.Google Scholar
- (2005) Order-based cost optimization in assemble-to-order systems. Oper. Res. 53(1):151–169.Link, Google Scholar
- (2022) M5 accuracy competition: Results, findings, and conclusions. Internat. J. Forecast. 38(4):1346–1364.Google Scholar
- (2025) Inventory management with leading indicator augmented hierarchical forecasts. Omega (Westport) 136:103335.Google Scholar
- (2025) Optimizing dynamic assemble-to-order inventory systems using cost-sensitive machine learning. Preprint, submitted October 29, http://dx.doi.org/10.2139/ssrn.5652230.Google Scholar
- (2024) Supervised learning for integrated forecasting and inventory control. Eur. J. Oper. Res. 319(2):573–586.Google Scholar

