Data‐driven storage operations: Cross‐commodity backtest and structured policies
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DOI: 10.1111/poms.13683
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- Gah-Yi Ban & Cynthia Rudin, 2019. "The Big Data Newsvendor: Practical Insights from Machine Learning," Operations Research, INFORMS, vol. 67(1), pages 90-108, January.
- Ron Alquist & Lutz Kilian, 2010.
"What do we learn from the price of crude oil futures?,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(4), pages 539-573.
- Kilian, Lutz & Alquist, Ron, 2007. "What Do We Learn from the Price of Crude Oil Futures?," CEPR Discussion Papers 6548, C.E.P.R. Discussion Papers.
- Owen Q. Wu & Derek D. Wang & Zhenwei Qin, 2012. "Seasonal Energy Storage Operations with Limited Flexibility: The Price-Adjusted Rolling Intrinsic Policy," Manufacturing & Service Operations Management, INFORMS, vol. 14(3), pages 455-471, July.
- Stuart E. Dreyfus, 1957. "An Analytic Solution of the Warehouse Problem," Management Science, INFORMS, vol. 4(1), pages 99-104, October.
- Williams,Jeffrey C. & Wright,Brian D., 2005.
"Storage and Commodity Markets,"
Cambridge Books,
Cambridge University Press, number 9780521023399, October.
- Williams,Jeffrey C. & Wright,Brian D., 1991. "Storage and Commodity Markets," Cambridge Books, Cambridge University Press, number 9780521326162, October.
- Dimitris Bertsimas & Nathan Kallus, 2020. "From Predictive to Prescriptive Analytics," Management Science, INFORMS, vol. 66(3), pages 1025-1044, March.
- Aharon Ben-Tal & Boaz Golany & Arkadi Nemirovski & Jean-Philippe Vial, 2005. "Retailer-Supplier Flexible Commitments Contracts: A Robust Optimization Approach," Manufacturing & Service Operations Management, INFORMS, vol. 7(3), pages 248-271, February.
- Kristoufek, Ladislav & Vosvrda, Miloslav, 2014.
"Commodity futures and market efficiency,"
Energy Economics, Elsevier, vol. 42(C), pages 50-57.
- Ladislav Kristoufek & Miloslav Vosvrda, 2013. "Commodity futures and market efficiency," Papers 1309.1492, arXiv.org.
- Nicola Secomandi, 2015. "Merchant Commodity Storage Practice Revisited," Operations Research, INFORMS, vol. 63(5), pages 1131-1143, October.
- Davidson Heath, 2019. "Macroeconomic Factors in Oil Futures Markets," Management Science, INFORMS, vol. 65(9), pages 4407-4421, September.
- Geman, Hélyette & Smith, William O., 2013. "Theory of storage, inventory and volatility in the LME base metals," Resources Policy, Elsevier, vol. 38(1), pages 18-28.
- David B. Brown & James E. Smith & Peng Sun, 2010. "Information Relaxations and Duality in Stochastic Dynamic Programs," Operations Research, INFORMS, vol. 58(4-part-1), pages 785-801, August.
- Paul R. Kleindorfer & Andrei Neboian & Alain Roset & Stefan Spinler, 2012. "Fleet Renewal with Electric Vehicles at La Poste," Interfaces, INFORMS, vol. 42(5), pages 465-477, October.
- Sripad K. Devalkar & Ravi Anupindi & Amitabh Sinha, 2011. "Integrated Optimization of Procurement, Processing, and Trade of Commodities," Operations Research, INFORMS, vol. 59(6), pages 1369-1381, December.
- Nick, Sebastian & Thoenes, Stefan, 2014.
"What drives natural gas prices? — A structural VAR approach,"
Energy Economics, Elsevier, vol. 45(C), pages 517-527.
- Nick, Sebastian & Thoenes, Stefan, 2013. "What Drives Natural Gas Prices? - A Structural VAR Approach," EWI Working Papers 2013-2, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
- Nicola Secomandi & Guoming Lai & François Margot & Alan Scheller-Wolf & Duane J. Seppi, 2015. "Merchant Commodity Storage and Term-Structure Model Error," Manufacturing & Service Operations Management, INFORMS, vol. 17(3), pages 302-320, July.
- Sripad K. Devalkar & Ravi Anupindi & Amitabh Sinha, 2018. "Dynamic Risk Management of Commodity Operations: Model and Analysis," Manufacturing & Service Operations Management, INFORMS, vol. 20(2), pages 317-332, May.
- Gah-Yi Ban & Noureddine El Karoui & Andrew E. B. Lim, 2018. "Machine Learning and Portfolio Optimization," Management Science, INFORMS, vol. 64(3), pages 1136-1154, March.
- Richard Bellman, 1956. "On the Theory of Dynamic Programming--A Warehousing Problem," Management Science, INFORMS, vol. 2(3), pages 272-275, April.
- James Cruise & Lisa Flatley & Richard Gibbens & Stan Zachary, 2019. "Control of Energy Storage with Market Impact: Lagrangian Approach and Horizons," Operations Research, INFORMS, vol. 67(1), pages 1-9, January.
- Selvaprabu Nadarajah & François Margot & Nicola Secomandi, 2015. "Relaxations of Approximate Linear Programs for the Real Option Management of Commodity Storage," Management Science, INFORMS, vol. 61(12), pages 3054-3076, December.
- Nicola Secomandi, 2010. "Optimal Commodity Trading with a Capacitated Storage Asset," Management Science, INFORMS, vol. 56(3), pages 449-467, March.
- Suresh Chand & Vernon Ning Hsu & Suresh Sethi, 2002. "Forecast, Solution, and Rolling Horizons in Operations Management Problems: A Classified Bibliography," Manufacturing & Service Operations Management, INFORMS, vol. 4(1), pages 25-43, September.
- Ankur Goel & Fehmi Tanrisever, 2017. "Financial Hedging and Optimal Procurement Policies under Correlated Price and Demand," Production and Operations Management, Production and Operations Management Society, vol. 26(10), pages 1924-1945, October.
- CHARNES, Abraham & DREZE, Jacques H. & MILLER, Merton, 1966. "Decision and horizon rules for stochastic planning problems: A linear example," LIDAM Reprints CORE 4, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Guthrie, Graeme, 2009. "Real Options in Theory and Practice," OUP Catalogue, Oxford University Press, number 9780195380637.
- Onur Boyabatlı & Jason Nguyen & Tong Wang, 2017. "Capacity Management in Agricultural Commodity Processing and Application in the Palm Industry," Manufacturing & Service Operations Management, INFORMS, vol. 19(4), pages 551-567, October.
- Guoming Lai & François Margot & Nicola Secomandi, 2010. "An Approximate Dynamic Programming Approach to Benchmark Practice-Based Heuristics for Natural Gas Storage Valuation," Operations Research, INFORMS, vol. 58(3), pages 564-582, June.
- Chuen-Teck See & Melvyn Sim, 2010. "Robust Approximation to Multiperiod Inventory Management," Operations Research, INFORMS, vol. 58(3), pages 583-594, June.
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- Canyakmaz, Caner & Özekici, Süleyman & Karaesmen, Fikri, 2024. "Risk management through financial hedging in inventory systems with stochastic price processes," International Journal of Production Economics, Elsevier, vol. 270(C).
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