A1 Journal article (refereed)
Task-based visual analytics for interactive multiobjective optimization (2021)
Hakanen, J., Miettinen, K., & Matković, K. (2021). Task-based visual analytics for interactive multiobjective optimization. Journal of the Operational Research Society, 72(9), 2073-2090. https://doi.org/10.1080/01605682.2020.1768809
JYU authors or editors
Publication details
All authors or editors: Hakanen, Jussi; Miettinen, Kaisa; Matković, Kresimir
Journal or series: Journal of the Operational Research Society
ISSN: 0160-5682
eISSN: 1476-9360
Publication year: 2021
Volume: 72
Issue number: 9
Pages range: 2073-2090
Publisher: Taylor & Francis
Publication country: United Kingdom
Publication language: English
DOI: https://doi.org/10.1080/01605682.2020.1768809
Publication open access: Not open
Publication channel open access:
Publication is parallel published (JYX): https://jyx.jyu.fi/handle/123456789/70681
Abstract
We study how visual interaction techniques considered in visual analytics can be utilized when implementing interactive multiobjective optimization methods, where a decision maker iteratively participates in the solution process. We want to benefit from previous research and avoid re-inventing ideas. Our aim is to widen awareness and increase the applicability of interactive methods for solving real-world problems. As a concrete approach, we introduce seven high-level tasks that are relevant for interactive methods. These high-level tasks are based on low-level tasks proposed in the visual analytics literature. In addition, we give an example on how the high-level tasks can be implemented and demonstrate this in the context of a real-world multiobjective optimization problem related to wastewater treatment plant operation. Finally, we make recommendations for implementations of interactive methods. We conclude that task-based visual analytics can help in implementing interaction between human decision makers and interactive multiobjective optimization methods.
Keywords: multi-objective optimisation; decision support systems; user interfaces; visualisation
Free keywords: decision maker; preference information; multiple criteria optimization; visualization; task taxonomy; user interface
Contributing organizations
Related projects
- Competitive funding to strengthen universities’ research profiles. Profiling actions at the JYU, round 3
- Hämäläinen, Keijo
- Research Council of Finland
Ministry reporting: Yes
Reporting Year: 2021
JUFO rating: 2