Task-based visual analytics for interactive multiobjective optimization
| العنوان: | Task-based visual analytics for interactive multiobjective optimization |
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| المؤلفون: | Kresimir Matkovic, Jussi Hakanen, Kaisa Miettinen |
| المصدر: | Journal of the Operational Research Society. 72:2073-2090 |
| بيانات النشر: | Informa UK Limited, 2020. |
| سنة النشر: | 2020 |
| مصطلحات موضوعية: | Visual analytics, Computer science, visualisointi, Strategy and Management, decision maker, 0211 other engineering and technologies, päätöksentukijärjestelmät, preference information, 02 engineering and technology, Management Science and Operations Research, Multi-objective optimization, Management Information Systems, Task (project management), käyttöliittymät, Human–computer interaction, 0202 electrical engineering, electronic engineering, information engineering, multiple criteria optimization, visualization, task taxonomy, Marketing, 021103 operations research, monitavoiteoptimointi, Visualization, user interface, 020201 artificial intelligence & image processing, User interface |
| الوصف: | 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. peerReviewed |
| وصف الملف: | application/pdf; fulltext |
| تدمد: | 1476-9360 0160-5682 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a6ce1eb9c80e7f2c171a919c3be80aae https://doi.org/10.1080/01605682.2020.1768809 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....a6ce1eb9c80e7f2c171a919c3be80aae |
| قاعدة البيانات: | OpenAIRE |
PDF full text from Publisher | تدمد: | 14769360 01605682 |
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