Newsvendor Under Ambiguity and Misspecification

References

• An L, Li A, Moseley B, Ravi R (2025) The nonstationary newsvendor with (and without) predictions. Manufacturing Service Oper. Management 27(3):881–896.Link, Google Scholar
• Ardestani-Jaafari A, Delage E (2016) Robust optimization of sums of piecewise linear functions with application to inventory problems. Oper. Res. 64(2):474–494.Link, Google Scholar
• Arrow K, Harris T, Marschak J (1951) Optimal inventory policy. Econometrica 19(3):250–272.Crossref, Google Scholar
• Aydogan I, Berger L, Bosetti V, Liu N (2023) Three layers of uncertainty. J. Eur. Econom. Assoc. 21(5):2209–2236.Crossref, Google Scholar
• Ben-Tal A, Boyd S, Nemirovski A (2006) Extending scope of robust optimization: Comprehensive robust counterparts of uncertain problems. Math. Programming 107(1–2):63–89.Crossref, Google Scholar
• Ben-Tal A, Brekelmans R, den Hertog D, Vial JP (2017) Globalized robust optimization for nonlinear uncertain inequalities. INFORMS J. Comput. 29(2):350–366.Link, Google Scholar
• Besbes O, Iancu D, Trichakis N (2018) Dynamic pricing under debt: Spiraling distortions and efficiency losses. Management Sci. 64(10):4572–4589.Link, Google Scholar
• Box G (1976) Science and statistics. J. Amer. Statist. Assoc. 71(356):791–799.Crossref, Google Scholar
• Cai T, Zhang CH, Zhou H (2010) Optimal rates of convergence for covariance matrix estimation. Ann. Statist. 38(4):2118–2144.Crossref, Google Scholar
• Calvo E, Martínez-de Albéniz V (2016) Sourcing strategies and supplier incentives for short-life-cycle goods. Management Sci. 62(2):436–455.Link, Google Scholar
• Carrasco V, Farinha Luz V, Kos N, Messner M, Monteiro P, Moreira H (2018) Optimal selling mechanisms under moment conditions. J. Econom. Theory 177:245–279.Crossref, Google Scholar
• Cerreia-Vioglio S, Hansen LP, Maccheroni F, Marinacci M (2025) Making decisions under model misspecification. Rev. Econom. Stud. 93(2):892–925.Crossref, Google Scholar
• Chen L, Sim M (2025) Robust CARA optimization. Oper. Res. 73(3):1459–1478.Link, Google Scholar
• Chen Z, Xie W (2021) Regret in the newsvendor model with demand and yield randomness. Production Oper. Management 30(11):4176–4197.Crossref, Google Scholar
• Chen H, Hu M, Perakis G (2022) Distribution-free pricing. Manufacturing Service Oper. Management 24(4):1939–1958.Link, Google Scholar
• Chen Z, Hu Z, Wang R (2024b) Screening with limited information: A dual perspective. Oper. Res. 72(4):1487–1504.Link, Google Scholar
• Chen X, Krishnamurthy A, Wang Y (2024a) Robust dynamic assortment optimization in the presence of outlier customers. Oper. Res. 72(3):999–1015.Link, Google Scholar
• Chen X, Sim M, Simchi-Levi D, Sun P (2007) Risk aversion in inventory management. Oper. Res. 55(5):828–842.Link, Google Scholar
• Chu LY, Feng Q, Shanthikumar JG, Shen ZJM, Wu J (2025) Solving the price-setting newsvendor problem with parametric operational data analytics (ODA). Management Sci. 71(8):6627–6646.Link, Google Scholar
• Das B, Dhara A, Natarajan K (2021) On the heavy-tail behavior of the distributionally robust newsvendor. Oper. Res. 69(4):1077–1099.Link, Google Scholar
• Delage E, Ye Y (2010) Distributionally robust optimization under moment uncertainty with application to data-driven problems. Oper. Res. 58(3):595–612.Link, Google Scholar
• Durrett R (2019) Probability: Theory and Examples (Cambridge University Press, Cambridge, UK).Crossref, Google Scholar
• Embrechts P, Schied A, Wang R (2022) Robustness in the optimization of risk measures. Oper. Res. 70(1):95–110.Link, Google Scholar
• Feiler D, Tong J (2022) From noise to bias: Overconfidence in new product forecasting. Management Sci. 68(6):4685–4702.Link, Google Scholar
• Fu M, Li X, Zhang L (2024) Distributionally robust newsvendor under stochastic dominance with a feature-based application. Manufacturing Service Oper. Management 26(5):1962–1977.Link, Google Scholar
• Gallego G, Moon I (1993) The distribution free newsboy problem: Review and extensions. J. Oper. Res. Soc. 44(8):825–834.Crossref, Google Scholar
• Gelbrich M (1990) On a formula for the L2 Wasserstein metric between measures on Euclidean and Hilbert spaces. Math. Nachrichten 147(1):185–203.Crossref, Google Scholar
• Govindarajan A, Sinha A, Uichanco J (2021) Distribution-free inventory risk pooling in a multilocation newsvendor. Management Sci. 67(4):2272–2291.Link, Google Scholar
• Han Q, Du D, Zuluaga L (2014) A risk-and ambiguity-averse extension of the max-min newsvendor order formula. Oper. Res. 62(3):535–542.Link, Google Scholar
• Hanasusanto G, Kuhn D, Wallace S, Zymler S (2015) Distributionally robust multi-item newsvendor problems with multimodal demand distributions. Math. Programming 152(1–2):1–32.Crossref, Google Scholar
• Hansen L (2014) Nobel lecture: Uncertainty outside and inside economic models. J. Political Econom. 122(5):945–987.Crossref, Google Scholar
• Hansen L, Sargent T (2022) Structured ambiguity and model misspecification. J. Econom. Theory 199(2):105–165.Google Scholar
• Li L, Shao H, Wang R, Yang J (2018) Worst-case range value-at-risk with partial information. SIAM J. Finance Math. 9(1):190–218.Crossref, Google Scholar
• Liu F, Chen Z, Wang S (2023) Globalized distributionally robust counterpart. INFORMS J. Comput. 35(5):1120–1142.Link, Google Scholar
• Liu P, Schied A, Wang R (2021) Distributional transforms, probability distortions, and their applications. Math. Oper. Res. 46(4):1490–1512.Link, Google Scholar
• Long DZ, Sim M, Zhou M (2023) Robust satisficing. Oper. Res. 71(1):61–82.Link, Google Scholar
• Meyer J (1987) Two-moment decision models and expected utility maximization. Amer. Econom. Rev. 77(3):421–430.Google Scholar
• Müller A, Scarsini M, Tsetlin I, Winkler R (2022) Ranking distributions when only means and variances are known. Oper. Res. 70(5):2851–2859.Link, Google Scholar
• Nambiar M, Simchi-Levi D, Wang H (2019) Dynamic learning and pricing with model misspecification. Management Sci. 65(11):4980–5000.Link, Google Scholar
• Natarajan K, Sim M, Teo C-P (2011) Beyond risk: Ambiguity in supply chains. The Handbook of Integrated Risk Management in Global Supply Chains (John Wiley & Sons, Hoboken, NJ), 103–124.Crossref, Google Scholar
• Natarajan K, Sim M, Uichanco J (2018) Asymmetry and ambiguity in newsvendor models. Management Sci. 64(7):3146–3167.Link, Google Scholar
• Nguyen V, Shafieezadeh-Abadeh S, Filipović D, Kuhn D (2021) Mean-covariance robust risk measurement. Preprint, submitted December 18, https://arxiv.org/abs/2112.09959.Google Scholar
• Olivares M, Terwiesch C, Cassorla L (2008) Structural estimation of the newsvendor model: An application to reserving operating room time. Management Sci. 54(1):41–55.Link, Google Scholar
• Padmanabhan D, Natarajan K, Murthy K (2021) Exploiting partial correlations in distributionally robust optimization. Math. Programming 186(1):209–255.Crossref, Google Scholar
• Perakis G, Roels G (2008) Regret in the newsvendor model with partial information. Oper. Res. 56(1):188–203.Link, Google Scholar
• Petracou E, Xepapadeas A, Yannacopoulos A (2022) Decision making under model uncertainty: Fréchet-Wasserstein mean preferences. Management Sci. 68(2):1195–1211.Link, Google Scholar
• Popescu I (2007) Robust mean-covariance solutions for stochastic optimization. Oper. Res. 55(1):98–112.Link, Google Scholar
• Quiñonero-Candela J, Masashi S, Anton S, Lawrence N (2008) Dataset Shift in Machine Learning (MIT Press, Cambridge, MA).Crossref, Google Scholar
• Rahimian H, Bayraksan G, Homem-de Mello T (2019) Controlling risk and demand ambiguity in newsvendor models. Eur. J. Oper. Res. 279(3):854–868.Crossref, Google Scholar
• Scarf H (1958) A min-max solution of an inventory problem. Arrow KJ, Karlin S, Scarf H, eds. Studies in the Mathematical Theory of Inventory and Production (Stanford University Press, Stanford, CA), 201–209.Google Scholar
• Simchi-Levi D, Wei Y (2015) Worst-case analysis of process flexibility designs. Oper. Res. 63(1):166–185.Link, Google Scholar
• Sugiyama M, Kawanabe M (2012) Machine Learning in Non-Stationary Environments: Introduction to Covariate Shift Adaptation (MIT Press, Cambridge, MA).Crossref, Google Scholar
• Sutter T, Krause A, Kuhn D (2021) Robust generalization despite distribution shift via minimum discriminating information. Adv. Neural Inform. Processing Systems 34:29754–29767.Google Scholar
• Vershynin R (2010) Introduction to the non-asymptotic analysis of random matrices. Preprint, submitted November 12, https://arxiv.org/abs/1011.3027.Google Scholar
• Villani C (2009) Optimal Transport: Old and New (Springer, Berlin).Crossref, Google Scholar
• Wiesemann W, Kuhn D, Sim M (2014) Distributionally robust convex optimization. Oper. Res. 62(6):1358–1376.Link, Google Scholar
• Wozabal D (2014) Robustifying convex risk measures for linear portfolios: A nonparametric approach. Oper. Res. 62(6):1302–1315.Link, Google Scholar
• Zhang L, Yang J, Gao R (2023) Optimal robust policy for feature-based newsvendor. Management Sci. 70(4):2315–2329.Link, Google Scholar
• Zhu Z, Zhang J, Ye Y (2013) Newsvendor optimization with limited distribution information. Optim. Methods Software 28(3):640–667.Crossref, Google Scholar