{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T14:58:45Z","timestamp":1782313125042,"version":"3.54.5"},"publisher-location":"Berlin, Heidelberg","reference-count":14,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540893776","type":"print"},{"value":"9783540893783","type":"electronic"}],"license":[{"start":{"date-parts":[[2008,1,1]],"date-time":"2008-01-01T00:00:00Z","timestamp":1199145600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2008]]},"DOI":"10.1007\/978-3-540-89378-3_37","type":"book-chapter","created":{"date-parts":[[2008,11,26]],"date-time":"2008-11-26T16:43:58Z","timestamp":1227717838000},"page":"372-378","source":"Crossref","is-referenced-by-count":63,"title":["On the Limitations of Scalarisation for Multi-objective Reinforcement Learning of Pareto Fronts"],"prefix":"10.1007","author":[{"given":"Peter","family":"Vamplew","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"John","family":"Yearwood","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Richard","family":"Dazeley","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adam","family":"Berry","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"37_CR1","doi-asserted-by":"crossref","unstructured":"Coello Coello, C.A.: Handling Preferences in Evolutionary Multiobjective Optimization: A Survey. In: 2000 Congress on Evolutionary Computation, vol.\u00a01, pp. 30\u201337 (2000)","DOI":"10.1109\/CEC.2000.870272"},{"key":"37_CR2","unstructured":"Tesauro, G., Das, R., Chan, H., Kephart, J.O., Lefurgy, C., Levine, D.W., Rawson, F.: Managing power consumption and performance of computing systems using reinforcement learning. Neural Information Processing Systems (2007)"},{"key":"37_CR3","doi-asserted-by":"crossref","unstructured":"Natarajan, S., Tadepalli, P.: Dynamic preferences in multi-criteria reinforcement learning. In: 22nd International Conference on Machine Learning, Bonn, Germany, pp. 601\u2013608 (2005)","DOI":"10.1145\/1102351.1102427"},{"key":"37_CR4","unstructured":"Castelletti, A., Corani, G., Rizzolli, A., Soncinie-Sessa, R., Weber, E.: Reinforcement learning in the operational management of a water system. In: IFAC Workshop on Modeling and Control in Environmental Issues, Keio University, Yokohama, Japan, pp. 325\u2013330 (2002)"},{"key":"37_CR5","unstructured":"Gabor, Z., Kalmar, Z., Szepesvari, C.: Multi-criteria reinforcement learning. In: The Fifteenth International Conference on Machine Learning, pp. 197\u2013205 (1998)"},{"key":"37_CR6","unstructured":"Geibel, P.: Reinforcement learning with bounded risk. In: Proceedings of the 18th International Conference on Machine Learning (2001)"},{"key":"37_CR7","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1613\/jair.1666","volume":"24","author":"P. Geibel","year":"2005","unstructured":"Geibel, P., Wysotzki, F.: Risk-sensitive reinforcement learning applied to control under constraints. Journal of Artificial Intelligence Research\u00a024, 81\u2013108 (2005)","journal-title":"Journal of Artificial Intelligence Research"},{"key":"37_CR8","unstructured":"Mannor, S., Shimkin, N.: The steering approach for multi-criteria reinforcement learning. In: Neural Information Processing Systems, Vancouver, Canada, pp. 1563\u20131570 (2001)"},{"key":"37_CR9","first-page":"325","volume":"5","author":"S. Mannor","year":"2004","unstructured":"Mannor, S., Shimkin, N.: A geometric approach to multi-criterion reinforcement learning. Journal of Machine Learning Research\u00a05, 325\u2013360 (2004)","journal-title":"Journal of Machine Learning Research"},{"key":"37_CR10","unstructured":"Shelton, C.R.: Importance sampling for reinforcement learning with multiple objectives, Massachusetts Institute of Technology AI Lab Technical Report No. 2001-003 (2001)"},{"key":"37_CR11","unstructured":"Corne, D.W., Jerram, N.R., Knowles, J.D., Oates, M.J.: PESA-II: region-based selection in evolutionary multiobjective optimization. In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2001), pp. 283\u2013290 (2001)"},{"key":"37_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-5184-0","volume-title":"Evolutionary Algorithms for Solving Multiobjective Problems","author":"C.A. Coello Coello","year":"2002","unstructured":"Coello Coello, C.A., Veldhuizen, D.A.V., Lamont, G.B.: Evolutionary Algorithm MOP Approaches (Chapter Two). In: Evolutionary Algorithms for Solving Multiobjective Problems. Kluwer Academic Publishers, Dordrecht (2002)"},{"key":"37_CR13","unstructured":"Boyan, J.A., Moore, A.W.: Generalization in reinforcement learning: Safely approximating the value function. In: Neural Information Processing Systems (1995)"},{"key":"37_CR14","unstructured":"Sutton, R.S.: Generalisation in reinforcement learning: Successful examples using sparse coarse coding. In: Touretzky, D.S., Mozer, M.C., Hasselmo, M.E. (eds.) Advances in Neural Information Processing Systems, pp. 1038\u20131044 (1996)"}],"container-title":["Lecture Notes in Computer Science","AI 2008: Advances in Artificial Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-89378-3_37","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,4]],"date-time":"2019-03-04T00:33:23Z","timestamp":1551659603000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-89378-3_37"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008]]},"ISBN":["9783540893776","9783540893783"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-89378-3_37","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008]]}}}