Abstract
Applications, as, for example, decision support systems, need to combine information. The functions that permit to combine a set of numerical values into their single representative are called aggregation operators. They go from simple and well-known functions, as the arithmetic mean, to more sophisticated and complex, as fuzzy integrals. In the context of decision engineering and other applications, aggregators are used to develop methods and software tools that can be efficiently used in specific real life problem solving. In this context, when a new aggregator-based application is in development, we face the problem of deciding which aggregation functions and which parameters we are going to use. We review some results related to selecting engineering aggregation functions for real-world applications. We review ten necessary properties and discuss problems of parameter-directedness. Parameter-directedness is the request for explicit visibility and easy adjustability of all aggregator design and performance parameters. An example is the andness/orness-directedness.
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References
Beliakov, G., Bustince Sola, H., Calvo Sánchez, T.: A Practical Guide to Averaging Functions. SFSC, vol. 329. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-24753-3
Choquet, G.: Theory of capacities. Ann. Inst. Fourier 5, 131–295 (1953)
Dujmović, J.J.: A generalization of some functions in continous mathematical logic – evaluation function and its applications (in Serbo-Croatian). In: Proceedings of the Informatica Conference, paper d27 (1973)
Dujmović, J.J.: Weighted conjunctive and disjunctive means and their application in system evaluation. Journal of the University of Belgrade, EE Dept., Series Mathematics and Physics, vol. 483, pp. 147–158 (1974)
Dujmović, J.: Partial absorption function. Journal of the University of Belgrade, EE Dept., Series Mathematics and Physics, No. 659, pp. 156–163 (1979)
Dujmović, J.: An analysis of penalty and reward for partial absorption aggregators. In: Proceedings of 2014 World Conference on Soft Computing, Berkeley, CA, 25–27 May 2014, pp. 126–133 (2014)
Dujmović, J.J.: Soft Computing Evaluation Logic. J. Wiley and IEEE Press (2018)
Dujmović, J., Torra, V.: Properties and comparison of andness-characterized aggregators. Int. J. Intell. Syst. 36(3), 1366–1385 (2021)
Grabisch, M., Marichal, J.-L., Mesiar, R., Pap, E.: Aggregation Functions. Cambridge University Press, Cambridge (2009)
Kacprzyk, J., Yager, R.R., Merigó, J.M.: Towards human-centric aggregation via ordered weighted aggregation operators and linguistic data summaries: a new perspective on Zadeh’s inspirations. IEEE Comput. Intell. Mag. 14(1), 16–30 (2019)
Pérez-Fernández, R., et al.: Axiomatization and construction of orness measures for aggregation functions. Int. J. Intell. Syst. (2021, in press)
Sugeno, M.: Theory of fuzzy integrals and its applications. Ph.D. dissertation, Tokyo Institute of Technology, Tokyo, Japan (1974)
Torra, V.: Weighted OWA operators for synthesis of information. In: Proceedings of the 5th IEEE International Conference on Fuzzy Systems, pp. 966–971 (1996)
Torra, V.: The weighted OWA operator. Int. J. Intell. Syst. 12, 153–166 (1997)
Torra, V., Narukawa, Y.: Modeling Decisions: Information Fusion and Aggregation Operators. Springer, Heidelberg (2007). https://doi.org/10.1007/978-3-540-68791-7
Torra, V., Narukawa, Y., Sugeno, M. (eds.): Non-additive Measures: Theory and Applications. Springer, Cham (2013). https://doi.org/10.1007/978-3-319-03155-2
Yager, R.R.: On ordered weighted averaging aggregation operators in multi-criteria decision making. IEEE Trans. Syst. Man Cybern. 18, 183–190 (1988)
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This work was partially supported by the Wallenberg AI, Autonomous Systems and Software Program (WASP) funded by the Knut and Alice Wallenberg Foundation.
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Dujmović, J., Torra, V. (2022). Aggregation Functions in Decision Engineering: Ten Necessary Properties and Parameter-Directedness. In: Kahraman, C., Cebi, S., Cevik Onar, S., Oztaysi, B., Tolga, A.C., Sari, I.U. (eds) Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation. INFUS 2021. Lecture Notes in Networks and Systems, vol 307. Springer, Cham. https://doi.org/10.1007/978-3-030-85626-7_21
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