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http://repositorio.grial.eu/handle/grial/3071
Title: | ModelViz: A Model-Driven Engineering Approach for Visual Analytics System Design |
Authors: | Khakpour, A. Vázquez-Ingelmo, A. Colomo-Palacios, R. García-Peñalvo, F. J. Martini, A. |
Keywords: | Supply chain management Visual analytics Data visualization Task analysis Business DSL Analytical models System analysis and design Decision support systems Domain specific languages Model driven engineering |
Issue Date: | 29-Mar-2024 |
Publisher: | IEEE |
Citation: | Khakpour, 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.2024.3379268 |
Abstract: | Visual 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. |
URI: | http://repositorio.grial.eu/handle/grial/3071 |
ISSN: | 2169-3536 |
Appears in Collections: | Publications |
Files in This Item:
File | Description | Size | Format | |
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ModelViz_A_Model-Driven_Engineering_Approach_for_Visual_Analytics_System_Design.pdf | Article | 2,72 MB | Adobe PDF | View/Open |
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