A1 Journal article (refereed)
Task-based visual analytics for interactive multiobjective optimization (2020)
Hakanen, Jussi;, Miettinen, Kaisa; Matković, Kresimir (2020). Task-based visual analytics for interactive multiobjective optimization. Journal of the Operational Research Society, Early online. DOI: 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: 2020
Volume: Early online
Publisher: Taylor & Francis
Publication country: United Kingdom
Publication language: English
DOI: https://doi.org/10.1080/01605682.2020.1768809
Open Access: Publication channel is not openly available
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, University of Jyväskylä, round 3
- Hämäläinen, Keijo
- Academy of Finland
Ministry reporting: No, publication in press