A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä
SCORE Band Visualizations : Supporting Decision Makers in Comparing High-Dimensional Outcome Vectors in Multiobjective Optimization (2024)

Saini, B. S., Miettinen, K., Klamroth, K., Steuer, R. E., & Dächert, K. (2024). SCORE Band Visualizations : Supporting Decision Makers in Comparing High-Dimensional Outcome Vectors in Multiobjective Optimization. IEEE Access, 12, 164371-164388. https://doi.org/10.1109/access.2024.3491423

JYU-tekijät tai -toimittajat

Saini, Bhupinder
Miettinen, Kaisa

Julkaisun tiedot

Julkaisun kaikki tekijät tai toimittajat: Saini, Bhupinder S.; Miettinen, Kaisa; Klamroth, Kathrin; Steuer, Ralph E.; Dächert, Kerstin

Lehti tai sarja: IEEE Access

eISSN: 2169-3536

Julkaisuvuosi: 2024

Ilmestymispäivä: 04.11.2024

Volyymi: 12

Artikkelin sivunumerot: 164371-164388

Kustantaja: IEEE

Julkaisumaa: Yhdysvallat (USA)

Julkaisun kieli: englanti

DOI: https://doi.org/10.1109/access.2024.3491423

Julkaisun avoin saatavuus: Avoimesti saatavilla

Julkaisukanavan avoin saatavuus: Kokonaan avoin julkaisukanava

Julkaisu on rinnakkaistallennettu (JYX): https://jyx.jyu.fi/handle/123456789/99075

Tiivistelmä

Clearly arranged visualizations are needed in multiobjective optimization problems with a large number of objective functions, when a large number of Pareto optimal outcome vectors (vectors of objective function values) must be compared during the decision making processes. This paper contributes to visualizing such outcome vectors independent of how they have been generated. Parallel coordinate plots are a widely used visualization technique to represent different outcome vectors. We propose a novel visualization technique called SCORE bands to be used with parallel coordinate plots to support the decision maker in simultaneously identifying patterns in outcome vectors and correlations among the objective functions in a meaningful way. To do so, amongst others, we change the ordering of objective functions and modify the distances among them in parallel coordinate plots. SCORE bands also have interactive capabilities allowing the decision maker to first study general trends among the outcome vectors as bands and then zoom-in and move about different groups of outcome vectors of interest. The novelty of our approach lies in proposing a visually appealing way to support the decision maker in dealing with large amounts of information. We demonstrate the benefits of SCORE bands with different examples.

YSO-asiasanat: optimointi; visualisointi; päätöksenteko; monitavoiteoptimointi

Vapaat asiasanat: multiple criteria optimization; interactive visualization; correlated objectives; parallel coordinate plots; pareto optimality

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