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Article . 2020 . Peer-reviewed
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Task-based visual analytics for interactive multiobjective optimization

Authors: Miettinen, Kaisa; Matković; Kresimir; Hakanen, Jussi;

Task-based visual analytics for interactive multiobjective optimization

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

task taxonomy, ta113, Päätöksen teko monitavoitteisesti, visualisointi, Decision analytics utilizing causal models and multiobjective optimization, decision maker, päätöksentukijärjestelmät, preference information, Multiobjective Optimization Group, monitavoiteoptimointi, Computational Science, Decision maker preference information, visualization task taxonomy, user interface, käyttöliittymät, multiple criteria optimization, Laskennallinen tiede, visualization

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    15
    popularity
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    Top 10%
    influence
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
15
Top 10%
Average
Top 10%
hybrid