{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T22:47:32Z","timestamp":1777416452027,"version":"3.51.4"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2021,1,2]],"date-time":"2021-01-02T00:00:00Z","timestamp":1609545600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,2]],"date-time":"2021-01-02T00:00:00Z","timestamp":1609545600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2022,8]]},"DOI":"10.1007\/s10479-020-03843-x","type":"journal-article","created":{"date-parts":[[2021,1,2]],"date-time":"2021-01-02T05:02:41Z","timestamp":1609563761000},"page":"747-771","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":46,"title":["Decision-based scenario clustering for decision-making under uncertainty"],"prefix":"10.1007","volume":"315","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9786-677X","authenticated-orcid":false,"given":"Mike","family":"Hewitt","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3811-6047","authenticated-orcid":false,"given":"Janosch","family":"Ortmann","sequence":"additional","affiliation":[]},{"given":"Walter","family":"Rei","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,1,2]]},"reference":[{"issue":"5","key":"3843_CR1","doi-asserted-by":"publisher","first-page":"961","DOI":"10.1287\/opre.30.5.961","volume":"30","author":"DE Bell","year":"1982","unstructured":"Bell, D. E. (1982). Regret in decision making under uncertainty. Operations Research, 30(5), 961\u2013981.","journal-title":"Operations Research"},{"key":"3843_CR2","doi-asserted-by":"crossref","unstructured":"Birge, J. R., & Louveaux, F. V. (2011). Introduction to stochastic programming. Springer Series in Operations Research and Financial Engineering, second edition. Springer.","DOI":"10.1007\/978-1-4614-0237-4"},{"key":"3843_CR3","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1111\/j.1467-937X.2007.00426.x","volume":"74","author":"N Bloom","year":"2007","unstructured":"Bloom, N., Bond, S., & van Reenen, J. (2007). Uncertainty and investment dynamics. Review of Economic Studies, 74, 391\u2013415.","journal-title":"Review of Economic Studies"},{"key":"3843_CR4","doi-asserted-by":"publisher","first-page":"280","DOI":"10.1016\/j.ejor.2017.06.059","volume":"264","author":"E Borgonovo","year":"2018","unstructured":"Borgonovo, E., Cappelli, V., Maccheroni, F., & Marinacci, M. (2018). Risk analysis and decision theory: A bridge. European Journal of Operational Research, 264, 280\u2013293.","journal-title":"European Journal of Operational Research"},{"issue":"1","key":"3843_CR5","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1007\/s10479-009-0617-1","volume":"185","author":"E Borgonovo","year":"2011","unstructured":"Borgonovo, E., & Peccati, L. (2011). Managerial insights from service industry models: A new scenario decomposition method. Annals of Operations Research, 185(1), 161\u2013179.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"3843_CR6","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1002\/net.20456","volume":"58","author":"TG Crainic","year":"2011","unstructured":"Crainic, T. G., Fu, X., Gendreau, M., Rei, W., & Wallace, S. W. (2011). Progressive hedging-based metaheuristics for stochastic network design. Networks, 58(2), 114\u2013124.","journal-title":"Networks"},{"key":"3843_CR7","unstructured":"Crainic, T. G., Hewitt, M., Maggioni, F., & Rei, W. (2016). Partial benders decomposition strategies for two-stage stochastic integer programs. CIRRELT, 2016-37."},{"key":"3843_CR8","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1016\/j.cor.2013.08.020","volume":"43","author":"TG Crainic","year":"2014","unstructured":"Crainic, T. G., Hewitt, M., & Rei, W. (2014). Scenario grouping in a progressive hedging-based meta-heuristic for stochastic network design. Computers and Operations Research, 43, 90\u201399.","journal-title":"Computers and Operations Research"},{"issue":"4","key":"3843_CR9","doi-asserted-by":"publisher","first-page":"411","DOI":"10.1080\/14697680600973323","volume":"7","author":"J Dupa\u010dova","year":"2007","unstructured":"Dupa\u010dova, J., & Pol\u00edvka, J. (2007). Stress testing for VaR and CVaR. Quantitative Finance, 7(4), 411\u2013421. https:\/\/doi.org\/10.1080\/14697680600973323.","journal-title":"Quantitative Finance"},{"key":"3843_CR10","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1016\/S0268-4012(99)00051-1","volume":"20","author":"A Edmunds","year":"2000","unstructured":"Edmunds, A., & Morris, A. (2000). The problem of information overload in business organisations: A review of the literature. International Journal of Information Management, 20, 17\u201328.","journal-title":"International Journal of Information Management"},{"key":"3843_CR11","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1007\/s10107-003-0395-5","volume":"98","author":"M Fischetti","year":"2003","unstructured":"Fischetti, M., & Lodi, A. (2003). Local branching. Mathematical Programming, Series B, 98, 23\u201347.","journal-title":"Mathematical Programming, Series B"},{"key":"3843_CR12","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0040-1625(99)00120-1","volume":"65","author":"M Godet","year":"2000","unstructured":"Godet, M. (2000). The art of scenarios and strategic planning: Tools and pitfalls. Technological Forecasting and Social Change, 65, 3\u201322.","journal-title":"Technological Forecasting and Social Change"},{"issue":"9","key":"3843_CR13","doi-asserted-by":"publisher","first-page":"1074","DOI":"10.1109\/43.159993","volume":"11","author":"L Hagen","year":"1992","unstructured":"Hagen, L., & Kahng, A. (1992). New spectral methods for ratio cut partitioning and clustering. IEEE Transactions on Computer-Aided Design, 11(9), 1074\u20131085.","journal-title":"IEEE Transactions on Computer-Aided Design"},{"issue":"3","key":"3843_CR14","doi-asserted-by":"publisher","first-page":"650","DOI":"10.1287\/moor.16.3.650","volume":"16","author":"JL Higle","year":"1991","unstructured":"Higle, J. L., & Sen, S. (1991). Stochastic decomposition: An algorithm for two-stage linear programs with recourse. Mathematics of Operations Research, 16(3), 650\u2013669.","journal-title":"Mathematics of Operations Research"},{"issue":"2\u20133","key":"3843_CR15","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1023\/A:1021853807313","volume":"24","author":"K H\u00f8yland","year":"2003","unstructured":"H\u00f8yland, K., Kaut, M., & Wallace, S. W. (2003). A heuristic for moment-matching scenario generation. Computational Optimization and Applications, 24(2\u20133), 169\u2013185.","journal-title":"Computational Optimization and Applications"},{"key":"3843_CR16","doi-asserted-by":"crossref","unstructured":"King, A. J., & Wallace, S. W. (2012). Modeling with stochastic programming. Springer Series in Operations Research and Financial Engineering. Springer.","DOI":"10.1007\/978-0-387-87817-1"},{"issue":"2","key":"3843_CR17","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/S0951-8320(98)00091-X","volume":"65","author":"JPC Kleijnen","year":"1999","unstructured":"Kleijnen, J. P. C., & Helton, J. (1999). Statistical analyses of scatter plots to identify important factors in large-scale simulations, 1: Review and comparison of techniques. Reliability Engineering and Systems Safety, 65(2), 147\u2013185.","journal-title":"Reliability Engineering and Systems Safety"},{"issue":"2","key":"3843_CR18","doi-asserted-by":"publisher","first-page":"479","DOI":"10.1137\/S1052623499363220","volume":"12","author":"AJ Kleywegt","year":"2002","unstructured":"Kleywegt, A. J., Shapiro, A., & Homem de Mello, T. (2002). The sample average approximation method for stochastic discrete optimization. SIAM Journal on Optimization, 12(2), 479\u2013502.","journal-title":"SIAM Journal on Optimization"},{"issue":"2","key":"3843_CR19","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1287\/trsc.1090.0265","volume":"43","author":"A-G Lium","year":"2009","unstructured":"Lium, A.-G., Crainic, T. G., & Wallace, S. W. (2009). A study of demand stochasticity in service network design. Transportation Science, 43(2), 144\u2013157.","journal-title":"Transportation Science"},{"issue":"1","key":"3843_CR20","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.ejor.2016.05.021","volume":"255","author":"N L\u00f6hndorf","year":"2016","unstructured":"L\u00f6hndorf, N. (2016). An empirical analysis of scenario generation methods for stochastic optimization. European Journal of Operational Research, 255(1), 121\u2013132.","journal-title":"European Journal of Operational Research"},{"key":"3843_CR21","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1016\/j.jom.2015.02.003","volume":"36","author":"AW Mackelpranga","year":"2015","unstructured":"Mackelpranga, A. W., & Malhotra, M. K. (2015). The impact of bullwhip on supply chains: Performance pathways, control mechanisms, and managerial levers. Journal of Operations Management, 36, 15\u201332.","journal-title":"Journal of Operations Management"},{"key":"3843_CR22","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1016\/S0272-6963(96)00098-8","volume":"15","author":"R Metters","year":"1997","unstructured":"Metters, R. (1997). Quantifying the bullwhip effect in supply chains. Journal of Operations Management, 15, 89\u2013100.","journal-title":"Journal of Operations Management"},{"key":"3843_CR23","first-page":"849","volume-title":"Advances in neural information processing systems","author":"F Ng","year":"2002","unstructured":"Ng, F., Jordan, M., & Weiss, Y. (2002). On spectral clustering: Analysis and an algorithm. In T. Dietterich, S. Becker, & Z. Ghahramani (Eds.), Advances in neural information processing systems (Vol. 14, pp. 849\u2013856). Cambridge: MIT Press."},{"issue":"3","key":"3843_CR24","doi-asserted-by":"publisher","first-page":"709","DOI":"10.1016\/S0377-2217(03)00068-7","volume":"152","author":"FA O\u2019Brien","year":"2004","unstructured":"O\u2019Brien, F. A. (2004). Scenario planning\u2014Lessons for practice from teaching and learning. European Journal of Operational Research, 152(3), 709\u2013722.","journal-title":"European Journal of Operational Research"},{"issue":"3","key":"3843_CR25","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1016\/j.ejor.2009.03.051","volume":"201","author":"Y Ouyang","year":"2010","unstructured":"Ouyang, Y., & Li, X. (2010). The bullwhip effect in supply chain networks. European Journal of Operational Research, 201(3), 799\u2013810.","journal-title":"European Journal of Operational Research"},{"key":"3843_CR26","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.techfore.2013.12.004","volume":"101","author":"MK Peter","year":"2015","unstructured":"Peter, M. K., & Jarratt, D. G. (2015). The practice of foresight in long-term planning. Technological Forecasting and Social Change, 101, 49\u201361.","journal-title":"Technological Forecasting and Social Change"},{"key":"3843_CR27","doi-asserted-by":"crossref","unstructured":"Pownuk, A., & Kreinovich, V. (2018). Combining interval, probabilistic, and other types of uncertainty in engineering applications, volume 773 of studies in computational intelligence, chapter 7. Decision making under uncertainty (pp. 157\u2013190). Springer, Cham.","DOI":"10.1007\/978-3-319-91026-0_6"},{"issue":"1","key":"3843_CR28","doi-asserted-by":"publisher","first-page":"875","DOI":"10.1137\/17M1128204","volume":"28","author":"R Rahmaniani","year":"2018","unstructured":"Rahmaniani, R., Crainic, T. G., Gendreau, M., & Rei, W. (2018). Accelerating the benders decomposition method: Application to stochastic network design problems. SIAM Journal on Optimization, 28(1), 875\u2013903.","journal-title":"SIAM Journal on Optimization"},{"key":"3843_CR29","doi-asserted-by":"publisher","first-page":"3525","DOI":"10.1007\/978-0-387-39940-9_466","volume-title":"Encyclopedia of database systems","author":"S Rizzi","year":"2009","unstructured":"Rizzi, S. (2009). What-if analysis. In L. LIU & T. M. \u00d6ZSU (Eds.), Encyclopedia of database systems (pp. 3525\u20133529). Boston: Springer."},{"key":"3843_CR30","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","volume":"20","author":"PJ Rousseeuw","year":"1987","unstructured":"Rousseeuw, P. J. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Journal of Computational and Applied Mathematics, 20, 53\u201365.","journal-title":"Journal of Computational and Applied Mathematics"},{"issue":"8","key":"3843_CR31","doi-asserted-by":"publisher","first-page":"888","DOI":"10.1109\/34.868688","volume":"22","author":"J Shi","year":"2000","unstructured":"Shi, J., & Malik, J. (2000). Normalized cuts and image segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22(8), 888\u2013905.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"4","key":"3843_CR32","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1145\/263867.263872","volume":"44","author":"M Stoer","year":"1997","unstructured":"Stoer, M., & Wagner, F. (1997). A simple min-cut algorithm. Journal of the ACM, 44(4), 585\u2013591.","journal-title":"Journal of the ACM"},{"issue":"4","key":"3843_CR33","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1016\/j.ejor.2003.08.054","volume":"162","author":"O Tietje","year":"2005","unstructured":"Tietje, O. (2005). Identification of a small reliable and efficient set of consistent scenarios. European Journal of Operational Research, 162(4), 418\u2013432.","journal-title":"European Journal of Operational Research"},{"key":"3843_CR34","unstructured":"Topaloglu, H. (2018). Stochastic programming data sets. https:\/\/people.orie.cornell.edu\/huseyin\/research\/sp_datasets\/sp_datasets.html."},{"issue":"3","key":"3843_CR35","doi-asserted-by":"publisher","first-page":"505517","DOI":"10.1137\/0206036","volume":"6","author":"S Tsukiyama","year":"1977","unstructured":"Tsukiyama, S., Ide, M., Ariyoshi, I., & Shirakawa, I. (1977). A new algorithm for generating all the maximal independent sets. SIAM Journal on Computing, 6(3), 505517.","journal-title":"SIAM Journal on Computing"},{"issue":"1","key":"3843_CR36","doi-asserted-by":"publisher","first-page":"202","DOI":"10.1016\/S0377-2217(97)00138-0","volume":"107","author":"WJH van Groenendaal","year":"1998","unstructured":"van Groenendaal, W. J. H. (1998). Estimating NPV variability for deterministic models. European Journal of Operational Research, 107(1), 202\u2013213.","journal-title":"European Journal of Operational Research"},{"issue":"1","key":"3843_CR37","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/S0951-8320(97)00019-7","volume":"57","author":"WJH van Groenendaal","year":"1997","unstructured":"van Groenendaal, W. J. H., & Kleijnen, J. P. C. (1997). On the assessment of economic risk: Factorial design versus Monte Carlo methods. Reliability Engineering and System Safety, 57(1), 91\u2013102.","journal-title":"Reliability Engineering and System Safety"},{"issue":"1","key":"3843_CR38","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1016\/S0377-2217(01)00236-3","volume":"141","author":"WJH Van Groenendaal","year":"2002","unstructured":"Van Groenendaal, W. J. H., & Kleijnen, J. P. C. (2002). Deterministic versus stochastic sensitivity analysis in investment problems: An environmental case study. European Journal of Operational Research, 141(1), 8\u201320.","journal-title":"European Journal of Operational Research"},{"issue":"4","key":"3843_CR39","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/s11222-007-9033-z","volume":"17","author":"U von Luxburg","year":"2007","unstructured":"von Luxburg, U. (2007). A tutorial on spectral clustering. Statistics and Computing, 17(4), 395\u2013416.","journal-title":"Statistics and Computing"},{"key":"3843_CR40","doi-asserted-by":"crossref","unstructured":"Wagner, D., & Wagner, F. (1993). Between min cut and graph bisection. In Proceedings of the 18th international symposium on mathematical foundations of computer science (MFCS) (pp. 744\u2013750). Springer.","DOI":"10.1007\/3-540-57182-5_65"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-020-03843-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-020-03843-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-020-03843-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,12]],"date-time":"2022-08-12T11:24:43Z","timestamp":1660303483000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-020-03843-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1,2]]},"references-count":40,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2022,8]]}},"alternative-id":["3843"],"URL":"https:\/\/doi.org\/10.1007\/s10479-020-03843-x","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1,2]]},"assertion":[{"value":"23 October 2020","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 January 2021","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}