Uncertain Search with Knowledge Transfer

References

• Aouad A, Ji J, Shaposhnik Y (2020) The Pandora’s box problem with sequential inspections. Preprint, submitted November 6, https://dx.doi.org/10.2139/ssrn.3726167.Google Scholar
• Audibert JY, Bubeck S (2010) Best arm identification in multi-armed bandits. Kalai AT, Mohri M, eds. 23rd Conf. Learn. Theory (COLT) (Omnipress, Madison, WI), 41–53.Google Scholar
• Bastani H, Simchi-Levi D, Zhu R (2022) Meta dynamic pricing: Transfer learning across experiments. Management Sci. 68(3):1865–1881.Link, Google Scholar
• Baucells M, Zorc S (2022) Search in the dark: The normal case. Preprint, submitted June 9, https://dx.doi.org/10.2139/ssrn.4125540.Google Scholar
• Bearden JN, Murphy RO, Rapoport A (2005) A multi-attribute extension of the secretary problem: Theory and experiments. J. Math. Psych. 49(5):410–422.Crossref, Google Scholar
• Besbes O, Kanoria Y, Kumar A (2022) The multisecretary problem with many types. Preprint, submitted May 18, https://arxiv.org/abs/2205.09078.Google Scholar
• Boutilier C, Hsu CW, Kveton B, Mladenov M, Szepesvari C, Zaheer M (2020) Differentiable meta-learning of bandit policies. Adv. Neural Inform. Processing Systems, vol. 33 (Curran Associates Inc., Red Hook, NY), 2122–2134.Google Scholar
• Chick SE, Frazier P (2012) Sequential sampling with economics of selection procedures. Management Sci. 58(3):550–569.Link, Google Scholar
• Chick SE, Gans N (2009) Economic analysis of simulation selection problems. Management Sci. 55(3):421–437.Link, Google Scholar
• Cukierman A (1980) The effects of uncertainty on investment under risk neutrality with endogenous information. J. Political Econom. 88(3):462–475.Crossref, Google Scholar
• Cusumano MA (2020) Self-driving vehicle technology: Progress and promises. Comm. ACM 63(10):20–22.Crossref, Google Scholar
• DeGroot MH (1968) Some problems of optimal stopping. J. Roy. Statist. Soc. Ser. B Methodological 30(1):108–122.Crossref, Google Scholar
• DeGroot MH (2005) Optimal Statistical Decisions (John Wiley & Sons Inc., Hoboken, NJ).Google Scholar
• Erat S, Kavadias S (2008) Sequential testing of product designs: Implications for learning. Management Sci. 54(5):956–968.Link, Google Scholar
• Freeman P (1983) The secretary problem and its extensions: A review. Internat. Statist. Rev. 51(2):189–206.Crossref, Google Scholar
• Goldenshluger A, Zeevi A (2022) Optimal stopping of a random sequence with unknown distribution. Math. Oper. Res. 47(1):29–49.Link, Google Scholar
• Goldenshluger A, Malinovsky Y, Zeevi A (2020) A unified approach for solving sequential selection problems. Probab. Surveys 17:214–256.Crossref, Google Scholar
• Harrison JM, Sunar N (2015) Investment timing with incomplete information and multiple means of learning. Oper. Res. 63(2):442–457.Link, Google Scholar
• Hu Z, Tang W (2021) Size matters, so does duration: The interplay between offer size and offer deadline. Management Sci. 67(8):4935–4960.Link, Google Scholar
• Ke TT, Lin S (2020) Informational complementarity. Management Sci. 66(8):3699–3716.Link, Google Scholar
• Ke TT, Shen ZJM, Villas-Boas JM (2016) Search for information on multiple products. Management Sci. 62(12):3576–3603.Link, Google Scholar
• Kornish LJ, Keeney RL (2008) Repeated commit-or-defer decisions with a deadline: The influenza vaccine composition. Oper. Res. 56(3):527–541.Link, Google Scholar
• Kveton B, Konobeev M, Zaheer M, Hsu C-W, Mladenov M, Boutilier C, Szepesvari C (2021) Meta-Thompson sampling. Proc. 38th Internat. Conf. Machine Learn., vol. 139 (PMLR, New York), 5884–5893.Google Scholar
• Lariviere MA, Porteus EL (1999) Stalking information: Bayesian inventory management with unobserved lost sales. Management Sci. 45(3):346–363.Link, Google Scholar
• Lippman SA, McCall JJ (1976) The economics of job search: A survey. Econom. Inquiry 14(2):155–189.Crossref, Google Scholar
• Lippman SA, McCardle KF (1991) Uncertain search: A model of search among technologies of uncertain values. Management Sci. 37(11):1474–1490.Link, Google Scholar
• McCardle KF (1985) Information acquisition and the adoption of new technology. Management Sci. 31(11):1372–1389.Link, Google Scholar
• McCardle KF, Tsetlin I, Winkler RL (2018) When to abandon a research project and search for a new one. Oper. Res. 66(3):799–813.Link, Google Scholar
• Pan SJ, Yang Q (2009) A survey on transfer learning. IEEE Trans. Knowledge Data Engrg. 22(10):1345–1359.Crossref, Google Scholar
• Robert CP (2007) The Bayesian Choice: From Decision-Theoretic Foundations to Computational Implementation (Springer, New York).Google Scholar
• Smith JE, Ulu C (2017) Risk aversion, information acquisition, and technology adoption. Oper. Res. 65(4):1011–1028.Link, Google Scholar
• Thrun S, Pratt L (2012) Learning to Learn (Springer Science & Business Media, New York).Google Scholar
• Ulu C, Smith JE (2009) Uncertainty, information acquisition, and technology adoption. Oper. Res. 57(3):740–752.Link, Google Scholar
• Weitzman ML (1979) Optimal search for the best alternative. Econometrica 47(3):641–654.Crossref, Google Scholar
• Zhang Y, Yang Q (2021) A survey on multi-task learning. IEEE Trans. Knowledge Data Engrg. 34(12):5586–5609.Crossref, Google Scholar
• Zorc S, Tsetlin I (2020) Deadlines, offer timing, and the search for alternatives. Oper. Res. 68(3):927–948.Link, Google Scholar