Abstract
In previous chapters, only single objective tasks were addressed. However, multiple goals are common in real-world domains. For instance, a company typically desires to increase sales while reducing production costs. Within its marketing department, the goal might include maximizing target audiences while minimizing the marketing budget. Also, within the production department, the same company might want to maximize the manufactured items, in terms of both quality and production numbers, while minimizing production time, costs, and waste of material. Often, the various objectives can conflict, where gaining in one goal involves losing in another one.
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References
Deb K (2001) Multi-objective optimization. In: Multi-objective optimization using evolutionary algorithms. Wiley, Chichester, pp 13–46
Freitas AA (2004) A critical review of multi-objective optimization in data mining: a position paper. ACM SIGKDD Explor Newslett 6(2):77–86
Goldberg DE, Deb K (1991) A comparative analysis of selection schemes used in genetic algorithms, Urbana 51:61801–62996.
Huband S, Hingston P, Barone L, While L (2006) A review of multiobjective test problems and a scalable test problem toolkit. IEEE Trans Evol Comput 10(5):477–506
Konak A, Coit DW, Smith AE (2006) Multi-objective optimization using genetic algorithms: a tutorial. Reliab Eng Syst Saf 91(9):992–1007
Luke S (2012) Essentials of metaheuristics. Lulu.com, online version at http://cs.gmu.edu/~sean/book/metaheuristics
Michalewicz Z, Fogel D (2004) How to solve it: modern heuristics. Springer, Berlin
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Cortez, P. (2014). Multi-Objective Optimization. In: Modern Optimization with R. Use R!. Springer, Cham. https://doi.org/10.1007/978-3-319-08263-9_6
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DOI: https://doi.org/10.1007/978-3-319-08263-9_6
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