{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T07:33:34Z","timestamp":1740123214676,"version":"3.37.3"},"reference-count":72,"publisher":"Springer Science and Business Media LLC","issue":"1-2","license":[{"start":{"date-parts":[[2022,12,2]],"date-time":"2022-12-02T00:00:00Z","timestamp":1669939200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,12,2]],"date-time":"2022-12-02T00:00:00Z","timestamp":1669939200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2023,2]]},"DOI":"10.1007\/s10479-022-04932-9","type":"journal-article","created":{"date-parts":[[2022,12,2]],"date-time":"2022-12-02T17:03:48Z","timestamp":1670000628000},"page":"343-369","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Inventory control with modulated demand and a partially observed modulation process"],"prefix":"10.1007","volume":"321","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2430-6162","authenticated-orcid":false,"given":"Satya S.","family":"Malladi","sequence":"first","affiliation":[]},{"given":"Alan L.","family":"Erera","sequence":"additional","affiliation":[]},{"suffix":"III","given":"Chelsea C.","family":"White","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,12,2]]},"reference":[{"issue":"3","key":"4932_CR1","doi-asserted-by":"crossref","first-page":"421","DOI":"10.1016\/j.ejor.2009.10.029","volume":"204","author":"K Arifoglu","year":"2010","unstructured":"Arifoglu, K., & Ozekici, S. (2010). Optimal policies for inventory systems with finite capacity and partially observed Markov-modulated demand and supply processes. European Journal of Operations Research, 204(3), 421\u2013438.","journal-title":"European Journal of Operations Research"},{"issue":"3","key":"4932_CR2","first-page":"252","volume":"19","author":"KJ Arrow","year":"1951","unstructured":"Arrow, K. J., Harris, T., & Marschak, J. (1951). Optimal inventory policy. Econometrica, 19(3), 252\u2013272.","journal-title":"Econometrica"},{"key":"4932_CR3","volume-title":"Studies in the Mathematical Theory of Inventory and Production","author":"KJ Arrow","year":"1958","unstructured":"Arrow, K. J., Scarf, H., & Karlin, S. (1958). Studies in the Mathematical Theory of Inventory and Production. Stanford: Stanford Press."},{"key":"4932_CR4","unstructured":"Atrash, A., & Pineau, J. (2010). A Bayesian method for learning POMDP observation parameters for robot interaction management systems. In In The POMDP Practitioners Workshop."},{"issue":"9","key":"4932_CR5","doi-asserted-by":"crossref","first-page":"1150","DOI":"10.1287\/mnsc.31.9.1150","volume":"31","author":"KS Azoury","year":"1985","unstructured":"Azoury, K. S. (1985). Bayes solution to dynamic inventory models under unknown demand distribution. Management Science, 31(9), 1150\u20131160.","journal-title":"Management Science"},{"issue":"8","key":"4932_CR6","doi-asserted-by":"crossref","first-page":"993","DOI":"10.1287\/mnsc.30.8.993","volume":"30","author":"KS Azoury","year":"1984","unstructured":"Azoury, K. S., & Miller, B. L. (1984). A comparison of the optimal ordering levels of Bayesian and non-Bayesian inventory models. Management Science, 30(8), 993\u20131003.","journal-title":"Management Science"},{"issue":"2","key":"4932_CR7","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1287\/opre.2019.1883","volume":"68","author":"GY Ban","year":"2020","unstructured":"Ban, G. Y. (2020). Confidence intervals for data-driven inventory policies with demand censoring. Operations Research, 68(2), 309\u2013326. https:\/\/doi.org\/10.1287\/opre.2019.1883","journal-title":"Operations Research"},{"issue":"1","key":"4932_CR8","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1287\/opre.2018.1757","volume":"67","author":"GY Ban","year":"2019","unstructured":"Ban, G. Y., & Rudin, C. (2019). The big data newsvendor: Practical insights from machine learning. Operations Research, 67(1), 90\u2013108. https:\/\/doi.org\/10.1287\/opre.2018.1757","journal-title":"Operations Research"},{"issue":"1","key":"4932_CR9","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1007\/s10479-009-0513-8","volume":"176","author":"E Bayraktar","year":"2010","unstructured":"Bayraktar, E., & Ludkovski, M. (2010). Inventory management with partially observed nonstationary demand. Annals of Operations Research, 176(1), 7\u201339.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"4932_CR10","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1287\/mnsc.5.1.139","volume":"5","author":"R Bellman","year":"1958","unstructured":"Bellman, R. (1958). Review. Management Science, 5(1), 139\u2013141.","journal-title":"Management Science"},{"issue":"2","key":"4932_CR11","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1287\/moor.1060.0236","volume":"32","author":"A Bensoussan","year":"2007","unstructured":"Bensoussan, A., Cakanyildirim, M., & Sethi, S. P. (2007). A multiperiod newsvendor problem with partially observed demand. Mathematics of Operations Research, 32(2), 322\u2013344.","journal-title":"Mathematics of Operations Research"},{"issue":"1","key":"4932_CR12","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1137\/040620321","volume":"46","author":"A Bensoussan","year":"2007","unstructured":"Bensoussan, A., Cakanyildirim, M., & Sethi, S. P. (2007). Partially observed inventory systems: The case of zero-balance walk. SIAM Journal on Control and Optimization, 46(1), 176\u2013209.","journal-title":"SIAM Journal on Control and Optimization"},{"issue":"3","key":"4932_CR13","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1007\/s10957-007-9311-0","volume":"136","author":"A Bensoussan","year":"2008","unstructured":"Bensoussan, A., Cakanyildirim, M., Minjarez-Sosa, J. A., Royal, A., & Sethi, S. P. (2008). Inventory problems with partially observed demands and lost sales. Journal of Optimization Theory and Applications, 136(3), 321\u2013340.","journal-title":"Journal of Optimization Theory and Applications"},{"issue":"3","key":"4932_CR14","doi-asserted-by":"publisher","first-page":"1025","DOI":"10.1287\/mnsc.2018.3253","volume":"66","author":"D Bertsimas","year":"2020","unstructured":"Bertsimas, D., & Kallus, N. (2020). From predictive to prescriptive analytics. Management Science, 66(3), 1025\u20131044. https:\/\/doi.org\/10.1287\/mnsc.2018.3253","journal-title":"Management Science"},{"issue":"6","key":"4932_CR15","doi-asserted-by":"crossref","first-page":"1407","DOI":"10.1287\/mnsc.1120.1654","volume":"59","author":"O Besbes","year":"2013","unstructured":"Besbes, O., & Muharremoglu, A. (2013). On implications of demand censoring in the newsvendor problem. Management Science, 59(6), 1407\u20131424.","journal-title":"Management Science"},{"issue":"4","key":"4932_CR16","doi-asserted-by":"crossref","first-page":"302","DOI":"10.1080\/07408178908966236","volume":"21","author":"JH Bookbinder","year":"1989","unstructured":"Bookbinder, J. H., & Lordahl, A. E. (1989). Estimation of inventory re-order levels using the bootstrap statistical procedure. IIE Transactions, 21(4), 302\u2013312.","journal-title":"IIE Transactions"},{"issue":"1","key":"4932_CR17","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1007\/s10479-015-1935-0","volume":"235","author":"Y Chang","year":"2015","unstructured":"Chang, Y., Erera, A. L., & White, C. C. (2015). A leader-follower partially observed, multiobjective Markov game. Annals of Operations Research, 235(1), 103\u2013128.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"4932_CR18","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1007\/s10479-015-1905-6","volume":"235","author":"Y Chang","year":"2015","unstructured":"Chang, Y., Erera, A. L., & White, C. C. (2015). Value of information for a leader-follower partially observed Markov game. Annals of Operations Research, 235(1), 129\u2013153.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"4932_CR19","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1287\/opre.2014.1335","volume":"63","author":"LG Chen","year":"2015","unstructured":"Chen, L. G., Robinson, L. W., Roundy, R. O., & Zhang, R. Q. (2015). Technical note- new sufficient conditions for (s, S) policies to be optimal in systems with multiple uncertainties. Operations Research, 63(1), 186\u2013197.","journal-title":"Operations Research"},{"issue":"2","key":"4932_CR20","doi-asserted-by":"publisher","first-page":"668","DOI":"10.1287\/moor.2018.0940","volume":"44","author":"WC Cheung","year":"2019","unstructured":"Cheung, W. C., & Simchi-Levi, D. (2019). Sampling-based approximation schemes for capacitated stochastic inventory control models. Mathematics of Operations Research, 44(2), 668\u2013692. https:\/\/doi.org\/10.1287\/moor.2018.0940","journal-title":"Mathematics of Operations Research"},{"volume-title":"Handbook of Newsvendor Problems: Models, Extensions and Applications","year":"2014","key":"4932_CR21","unstructured":"Choi, T. M. (Ed.). (2014). Handbook of Newsvendor Problems: Models, Extensions and Applications. New York: Springer."},{"issue":"3","key":"4932_CR22","doi-asserted-by":"crossref","first-page":"517","DOI":"10.1287\/opre.50.3.517.7752","volume":"50","author":"X Ding","year":"2002","unstructured":"Ding, X., Puterman, M. L., & Bisi, A. (2002). The censored newsvendor and the optimal acquisition of information. Operations Research, 50(3), 517\u2013527.","journal-title":"Operations Research"},{"issue":"3","key":"4932_CR23","doi-asserted-by":"crossref","first-page":"450","DOI":"10.2307\/1907414","volume":"20","author":"A Dvoretzky","year":"1952","unstructured":"Dvoretzky, A., Keifer, J., & Wolfowitz, J. (1952). The inventory problem: II. Case of unknown distributions of demand. Econometrica, 20(3), 450\u2013466.","journal-title":"Econometrica"},{"issue":"1","key":"4932_CR24","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1287\/msom.2015.0561","volume":"18","author":"KJ Ferreira","year":"2016","unstructured":"Ferreira, K. J., Lee, B. H. A., & Simchi-Levi, D. (2016). Analytics for an online retailer: Demand forecasting and price optimization. Manufacturing & Service Operations Management, 18(1), 69\u201388.","journal-title":"Manufacturing & Service Operations Management"},{"issue":"1","key":"4932_CR25","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1023\/B:ANOR.0000012274.69117.90","volume":"126","author":"G Gallego","year":"2004","unstructured":"Gallego, G., & Hu, H. (2004). Optimal policies for production\/inventory systems with finite capacity and Markov-modulated demand and supply processes. Annals of Operations Research, 126(1), 21\u201341.","journal-title":"Annals of Operations Research"},{"issue":"8","key":"4932_CR26","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1057\/jors.1993.141","volume":"44","author":"G Gallego","year":"1993","unstructured":"Gallego, G., & Moon, I. (1993). The distribution free newsboy problem: Review and extensions. The Journal of the Operational Research Society, 44(8), 825\u2013834.","journal-title":"The Journal of the Operational Research Society"},{"issue":"8","key":"4932_CR27","doi-asserted-by":"crossref","first-page":"1101","DOI":"10.1287\/mnsc.47.8.1101.10231","volume":"47","author":"GA Godfrey","year":"2001","unstructured":"Godfrey, G. A., & Powell, W. B. (2001). An adaptive, distribution-free algorithm for the newsvendor problem with censored demands, with applications to inventory and distribution. Management Science, 47(8), 1101\u20131112.","journal-title":"Management Science"},{"key":"4932_CR28","volume-title":"Logistics of Production and Inventory, Handbooks in Operations Research and Management Science,","author":"SC Graves","year":"1993","unstructured":"Graves, S. C., Rinnooy Kan, A. H. G., & Zipkin, P. H. (1993). Logistics of Production and Inventory, Handbooks in Operations Research and Management Science, (Vol. 4). London: Elsevier."},{"issue":"1","key":"4932_CR29","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1287\/moor.1080.0355","volume":"34","author":"WT Huh","year":"2009","unstructured":"Huh, W. T., & Rusmevichientong, P. (2009). A nonparametric asymptotic analysis of inventory planning with censored demand. Mathematics of Operations Research, 34(1), 103\u2013123.","journal-title":"Mathematics of Operations Research"},{"issue":"2","key":"4932_CR30","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1287\/moor.1080.0367","volume":"34","author":"WT Huh","year":"2009","unstructured":"Huh, W. T., Janakiraman, G., Muckstadt, J. A., & Rusmevichientong, P. (2009). An adaptive algorithm for finding the optimal base-stock policy in lost sales inventory systems with censored demand. Mathematics of Operations Research, 34(2), 397\u2013416. https:\/\/doi.org\/10.1287\/moor.1080.0367","journal-title":"Mathematics of Operations Research"},{"issue":"4","key":"4932_CR31","doi-asserted-by":"crossref","first-page":"929","DOI":"10.1287\/opre.1100.0906","volume":"59","author":"WT Huh","year":"2011","unstructured":"Huh, W. T., Levi, R., Rusmevichientong, P., & Orlin, J. B. (2011). Adaptive data-driven inventory control with censored demand based on Kaplan-Meier estimator. Operations Research, 59(4), 929\u2013941.","journal-title":"Operations Research"},{"issue":"2","key":"4932_CR32","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1287\/mnsc.9.2.259","volume":"9","author":"D Iglehart","year":"1963","unstructured":"Iglehart, D. (1963). Optimality of (s, S) policies in the infinite horizon dynamic inventory problem. Management Science, 9(2), 259\u2013267.","journal-title":"Management Science"},{"key":"4932_CR33","unstructured":"Iglehart, D., & Karlin, S. (1962). Optimal policy for dynamic inventory process with nonstationary stochastic demands, Stanford, CA: Stanford University Press, chap\u00a08."},{"issue":"2002","key":"4932_CR34","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1016\/S0305-0548(00)00075-7","volume":"29","author":"R Kamath","year":"2002","unstructured":"Kamath, R., & Pakkala, T. P. M. (2002). A Bayesian approach to a dynamic inventory model under an unknown demand distribution. Computers and Operations Research, 29(2002), 403\u2013422.","journal-title":"Computers and Operations Research"},{"key":"4932_CR35","volume-title":"One-Stage Inventory Models with Uncertainty","author":"S Karlin","year":"1958","unstructured":"Karlin, S. (1958). One-Stage Inventory Models with Uncertainty. Stanford: Stanford Press."},{"key":"4932_CR36","volume-title":"Optimal Inventory Policy for the Arrow-Harris-Marschak Dynamic Model","author":"S Karlin","year":"1958","unstructured":"Karlin, S. (1958). Optimal Inventory Policy for the Arrow-Harris-Marschak Dynamic Model. Stanford: Stanford Press."},{"issue":"3","key":"4932_CR37","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1287\/mnsc.6.3.231","volume":"6","author":"S Karlin","year":"1959","unstructured":"Karlin, S. (1959). Dynamic inventory policy with varying stochastic demands. Management Science, 6(3), 231\u2013258.","journal-title":"Management Science"},{"issue":"4","key":"4932_CR38","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1137\/0108046","volume":"8","author":"S Karlin","year":"1959","unstructured":"Karlin, S. (1959). Optimal policy for dynamic inventory process with stochastic demands subject to seasonal variations. Journal of the Society of Industrial and Applied Mathematics, 8(4), 611\u2013629.","journal-title":"Journal of the Society of Industrial and Applied Mathematics"},{"issue":"1","key":"4932_CR39","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/s10479-012-1071-z","volume":"200","author":"MN Katehakis","year":"2012","unstructured":"Katehakis, M. N., & Smit, L. C. (2012). On computing optimal (q, r) replenishment policies under quantity discounts. Annals of Operations Research, 200(1), 279\u2013298.","journal-title":"Annals of Operations Research"},{"key":"4932_CR40","doi-asserted-by":"publisher","unstructured":"Katehakis, M. N., Melamed, B., & Shi, J. J. (2015). Optimal replenishment rate for inventory systems with compound poisson demands and lost sales: a direct treatment of time-average cost. Annals of Operations Research. https:\/\/doi.org\/10.1007\/s10479-015-1998-y","DOI":"10.1007\/s10479-015-1998-y"},{"issue":"9","key":"4932_CR41","doi-asserted-by":"publisher","first-page":"1558","DOI":"10.1111\/poms.12571","volume":"25","author":"MN Katehakis","year":"2016","unstructured":"Katehakis, M. N., Melamed, B., & Shi, J. J. (2016). Cash-flow based dynamic inventory management. Production and Operations Management, 25(9), 1558\u20131575. https:\/\/doi.org\/10.1111\/poms.12571","journal-title":"Production and Operations Management"},{"issue":"5","key":"4932_CR42","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1016\/S0305-0483(99)00017-1","volume":"27","author":"M Khouja","year":"1999","unstructured":"Khouja, M. (1999). The single-period (news-vendor) problem: Literature review and suggestions for future research. Omega, 27(5), 537\u2013553.","journal-title":"Omega"},{"issue":"3","key":"4932_CR43","doi-asserted-by":"crossref","first-page":"691","DOI":"10.1111\/j.1937-5956.2012.01420.x","volume":"22","author":"D Klabjan","year":"2013","unstructured":"Klabjan, D., Simch-Levi, D., & Song, M. (2013). Robust stochastic lot-sizing by means of histograms. Production and Operations Management, 22(3), 691\u2013710.","journal-title":"Production and Operations Management"},{"issue":"3","key":"4932_CR44","doi-asserted-by":"crossref","first-page":"346","DOI":"10.1287\/mnsc.45.3.346","volume":"45","author":"M Lariviere","year":"1999","unstructured":"Lariviere, M., & Porteus, E. (1999). Stalking information: Bayesian inventory management with unobserved lost sales. Management Science, 45(3), 346\u2013363.","journal-title":"Management Science"},{"issue":"6","key":"4932_CR45","doi-asserted-by":"crossref","first-page":"1294","DOI":"10.1287\/opre.2015.1422","volume":"63","author":"R Levi","year":"2015","unstructured":"Levi, R., Perakis, G., & Uichanco, J. (2015). The data-driven newsvendor problem: New bounds and insights. Operations Research, 63(6), 1294\u20131306.","journal-title":"Operations Research"},{"issue":"6","key":"4932_CR46","doi-asserted-by":"crossref","first-page":"724","DOI":"10.1287\/mnsc.36.6.724","volume":"36","author":"WS Lovejoy","year":"1990","unstructured":"Lovejoy, W. S. (1990). Myopic policies for some inventory models with uncertain demand distributions. Management Science, 36(6), 724\u2013738.","journal-title":"Management Science"},{"issue":"5","key":"4932_CR47","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1287\/mnsc.38.5.688","volume":"38","author":"WS Lovejoy","year":"1992","unstructured":"Lovejoy, W. S. (1992). Stopped myopic policies in some inventory models with generalized demand processes. Management Science, 38(5), 688\u2013707.","journal-title":"Management Science"},{"key":"4932_CR48","doi-asserted-by":"crossref","unstructured":"Malladi, S. S., Erera, A. L., & White\u00a0III, C. C. (2021). Managing mobile production-inventory systems influenced by a modulation process. Annals of Operations Research accepted.","DOI":"10.1007\/s10479-021-04193-y"},{"issue":"5","key":"4932_CR49","doi-asserted-by":"publisher","first-page":"1625","DOI":"10.1287\/mnsc.2015.2391","volume":"63","author":"H Mamani","year":"2017","unstructured":"Mamani, H., Nassiri, S., & Wagner, M. R. (2017). Closed-form solutions for robust inventory management. Management Science, 63(5), 1625\u20131643. https:\/\/doi.org\/10.1287\/mnsc.2015.2391","journal-title":"Management Science"},{"issue":"14","key":"4932_CR50","doi-asserted-by":"crossref","first-page":"1474","DOI":"10.1287\/mnsc.24.14.1474","volume":"24","author":"TE Morton","year":"1978","unstructured":"Morton, T. E. (1978). The nonstationary infinite horizon inventory problem. Management Science, 24(14), 1474\u20131482.","journal-title":"Management Science"},{"issue":"11","key":"4932_CR51","doi-asserted-by":"crossref","first-page":"785","DOI":"10.1287\/mnsc.12.11.785","volume":"12","author":"GR Murray Jr","year":"1966","unstructured":"Murray, G. R., Jr., & Silver, E. A. (1966). A Bayesian analysis of the style goods inventory problem. Management Science, 12(11), 785\u2013797.","journal-title":"Management Science"},{"issue":"5","key":"4932_CR52","doi-asserted-by":"crossref","first-page":"477","DOI":"10.1016\/j.orl.2013.06.001","volume":"41","author":"OL Ortiz","year":"2013","unstructured":"Ortiz, O. L., Erera, A. L., & White, C. C. (2013). State observation accuracy and finite-memory policy performance. Operational Research Letters, 41(5), 477\u2013481.","journal-title":"Operational Research Letters"},{"issue":"1","key":"4932_CR53","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1287\/opre.1070.0486","volume":"56","author":"G Perakis","year":"2008","unstructured":"Perakis, G., & Roels, G. (2008). Regret in the newsvendor model with partial information. Operations Research, 56(1), 188\u2013203.","journal-title":"Operations Research"},{"issue":"2","key":"4932_CR54","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1287\/opre.47.2.183","volume":"47","author":"NC Petruzzi","year":"1999","unstructured":"Petruzzi, N. C., & Dada, M. (1999). Pricing and the newsvendor problem: A review with extensions. Operations Research, 47(2), 183\u2013194.","journal-title":"Operations Research"},{"key":"4932_CR55","doi-asserted-by":"crossref","DOI":"10.1002\/9780470316887","volume-title":"Markov Decision Processes: Discrete Stochastic Dynamic Programming","author":"ML Puterman","year":"1994","unstructured":"Puterman, M. L. (1994). Markov Decision Processes: Discrete Stochastic Dynamic Programming. Hoboken, New Jersey: Wiley."},{"issue":"2","key":"4932_CR56","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1016\/j.ejor.2010.11.024","volume":"213","author":"Y Qin","year":"2011","unstructured":"Qin, Y., Wang, R., Vakharia, A. J., Chen, Y., & Seref, M. M. (2011). The newsvendor problem: Review and directions for future research. European Journal of Operational Research, 213(2), 361\u2013374.","journal-title":"European Journal of Operational Research"},{"issue":"2","key":"4932_CR57","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1214\/aoms\/1177706264","volume":"30","author":"H Scarf","year":"1959","unstructured":"Scarf, H. (1959). Bayes solutions of the statistical inventory problem. Annals of Mathematical Statistics, 30(2), 490\u2013508.","journal-title":"Annals of Mathematical Statistics"},{"key":"4932_CR58","unstructured":"Scarf, H. (1960). The optimality of $$(S, s)$$ policies in the dynamic inventory problem. In Arrow, K., Karlin, S., & Suppes, P. (Eds.), Mathematical Methods in the Social Sciences, chap\u00a013."},{"issue":"6","key":"4932_CR59","doi-asserted-by":"crossref","first-page":"931","DOI":"10.1287\/opre.45.6.931","volume":"45","author":"SP Sethi","year":"1997","unstructured":"Sethi, S. P., & Cheng, F. (1997). Optimality of (s, S) policies in inventory models with Markovian demand. Operations Research, 45(6), 931\u2013939.","journal-title":"Operations Research"},{"issue":"5","key":"4932_CR60","doi-asserted-by":"crossref","first-page":"1071","DOI":"10.1287\/opre.21.5.1071","volume":"21","author":"RD Smallwood","year":"1973","unstructured":"Smallwood, R. D., & Sondik, E. J. (1973). The optimal control of partially observable Markov processes over a finite horizon. Operations Research, 21(5), 1071\u20131088.","journal-title":"Operations Research"},{"issue":"2","key":"4932_CR61","doi-asserted-by":"crossref","first-page":"282","DOI":"10.1287\/opre.26.2.282","volume":"26","author":"EJ Sondik","year":"1978","unstructured":"Sondik, E. J. (1978). The optimal control of partially observable Markov processes over the infinite horizon: Discounted costs. Operations Research, 26(2), 282\u2013304.","journal-title":"Operations Research"},{"issue":"2","key":"4932_CR62","first-page":"282","volume":"41","author":"JS Song","year":"1993","unstructured":"Song, J. S., & Zipkin, P. (1993). Inventory control in a fluctuating demand environment. Operations Research, 41(2), 282\u2013304.","journal-title":"Operations Research"},{"issue":"5","key":"4932_CR63","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1287\/mnsc.48.5.607.7807","volume":"48","author":"JT Treharne","year":"2002","unstructured":"Treharne, J. T., & Sox, C. R. (2002). Adaptive inventory control for nonstationary demand and partial information. Management Science, 48(5), 607\u2013624.","journal-title":"Management Science"},{"issue":"3","key":"4932_CR64","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1287\/mnsc.12.3.206","volume":"12","author":"AF Veinott Jr","year":"1965","unstructured":"Veinott, A. F., Jr. (1965). Optimal policy for a multi-product, dynamic, nonstationary inventory problem. Management Science, 12(3), 206\u2013222.","journal-title":"Management Science"},{"issue":"5","key":"4932_CR65","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1287\/opre.13.5.761","volume":"13","author":"AF Veinott Jr","year":"1965","unstructured":"Veinott, A. F., Jr. (1965). Optimal policy in a dynamic, single product, nonstationary inventory model with several demand classes. Operations Research, 13(5), 761\u2013778.","journal-title":"Operations Research"},{"issue":"5","key":"4932_CR66","doi-asserted-by":"crossref","first-page":"1067","DOI":"10.1137\/0114086","volume":"14","author":"AF Veinott Jr","year":"1966","unstructured":"Veinott, A. F., Jr. (1966). On the optimality of (s, S) inventory policies: New conditions and a new proof*. SIAM Journal on Applied Mathematics, 14(5), 1067\u20131083.","journal-title":"SIAM Journal on Applied Mathematics"},{"issue":"5","key":"4932_CR67","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1287\/mnsc.11.5.525","volume":"11","author":"AF Veinott Jr","year":"1965","unstructured":"Veinott, A. F., Jr., & Wagner, H. M. (1965). Computing optimal (s, S) inventory policies. Management Science, 11(5), 525\u2013552.","journal-title":"Management Science"},{"issue":"1","key":"4932_CR68","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1007\/BF00934845","volume":"32","author":"CC White","year":"1980","unstructured":"White, C. C., & Harrington, D. (1980). Application of Jensen\u2019s inequality to adaptive suboptimal design. Journal of Optimization Theory and Applications, 32(1), 89\u201399.","journal-title":"Journal of Optimization Theory and Applications"},{"key":"4932_CR69","unstructured":"Xin, L., & Goldberg, D. A. (2015). Distributionally robust inventory control when demand is a martingale. arXiv preprint arXiv:1511.09437."},{"key":"4932_CR70","doi-asserted-by":"publisher","unstructured":"Yuan, H., Luo, Q., & Shi, C. (2021). Marrying stochastic gradient descent with bandits: Learning algorithms for inventory systems with fixed costs. Management Science online. https:\/\/doi.org\/10.1287\/mnsc.2020.3799","DOI":"10.1287\/mnsc.2020.3799"},{"issue":"5","key":"4932_CR71","doi-asserted-by":"publisher","first-page":"1962","DOI":"10.1287\/mnsc.2019.3288","volume":"66","author":"H Zhang","year":"2020","unstructured":"Zhang, H., Chao, X., & Shi, C. (2020). Closing the gap: A learning algorithm for lost-sales inventory systems with lead times. Management Science, 66(5), 1962\u20131980. https:\/\/doi.org\/10.1287\/mnsc.2019.3288","journal-title":"Management Science"},{"issue":"1","key":"4932_CR72","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1287\/mnsc.35.1.71","volume":"35","author":"P Zipkin","year":"1989","unstructured":"Zipkin, P. (1989). Critical number policies for inventory models with periodic data. Management Science, 35(1), 71\u201380.","journal-title":"Management Science"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-022-04932-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-022-04932-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-022-04932-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,25]],"date-time":"2023-01-25T19:11:02Z","timestamp":1674673862000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-022-04932-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,2]]},"references-count":72,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2023,2]]}},"alternative-id":["4932"],"URL":"https:\/\/doi.org\/10.1007\/s10479-022-04932-9","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"type":"print","value":"0254-5330"},{"type":"electronic","value":"1572-9338"}],"subject":[],"published":{"date-parts":[[2022,12,2]]},"assertion":[{"value":"25 August 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 December 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}