ModelViz: A Model-Driven Engineering Approach for Visual Analytics System Design

dc.contributor.authorKhakpour, A.
dc.contributor.authorVázquez-Ingelmo, A.
dc.contributor.authorColomo-Palacios, R.
dc.contributor.authorGarcía-Peñalvo, F. J.
dc.contributor.authorMartini, A.
dc.date.accessioned2024-03-29T16:23:19Z
dc.date.available2024-03-29T16:23:19Z
dc.date.issued2024-03-29
dc.description.abstractVisual analytics systems should be able to consolidate data from disparate sources, conduct exploratory analysis, create visualizations that suit different users, and integrate seamlessly with decision-making activities to support data-driven decision-making. However, current mainstream visual analytics solutions often lack support for all these requirements. To address this gap, we propose the use of model-driven engineering to design visual analytics systems. To demonstrate the feasibility of this approach, we developed a Domain-Specific Modeling Language (DSML) named ModelViz to design visual analytics systems for consumer goods supply chain applications. Furthermore, we present the work of our DSML, using data from a manufacturing company as a case study. Finally, we evaluated ModelViz quantitatively by comparing it with other similar works from the literature. Our results demonstrate that this approach meets the requirements and provides a promising direction for designing visual analytics systems by considering domain-specific aspects to help achieve business goals.en
dc.identifier.citationKhakpour, A., Vázquez-Ingelmo, A., Colomo-Palacios, R., García-Peñalvo, F. J., & Martini, A. (2024). ModelViz: A Model-Driven Engineering Approach for Visual Analytics System Design. IEEE Access, 12, 42667 - 42682. https://doi.org/10.1109/ACCESS.2024.3379268en
dc.identifier.issn2169-3536
dc.identifier.urihttp://repositorio.grial.eu/handle/grial/3071
dc.language.isoenen
dc.publisherIEEEen
dc.subjectSupply chain managementen
dc.subjectVisual analyticsen
dc.subjectData visualizationen
dc.subjectTask analysisen
dc.subjectBusinessen
dc.subjectDSLen
dc.subjectAnalytical modelsen
dc.subjectSystem analysis and designen
dc.subjectDecision support systemsen
dc.subjectDomain specific languagesen
dc.subjectModel driven engineeringen
dc.titleModelViz: A Model-Driven Engineering Approach for Visual Analytics System Designen
dc.typeArticleen

Files

Original bundle

Now showing 1 - 1 of 1
Thumbnail Image
Name:
ModelViz_A_Model-Driven_Engineering_Approach_for_Visual_Analytics_System_Design.pdf
Size:
2.66 MB
Format:
Adobe Portable Document Format
Description:
Article

License bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description:

Collections