论文标题

mod2dash:模型驱动仪表板生成的框架

Mod2Dash: A Framework for Model-Driven Dashboards Generation

论文作者

Jiang, Liuyue, Tran, Nguyen Khoi, Babar, M. Ali

论文摘要

交互式仪表板的构建涉及确定要呈现的信息以及如何显示信息并实施这些设计决策以创建操作仪表板。传统上,仪表板的设计是在部署的仪表板上暗示的,而不是以数字文物的形式明确捕获,从而防止其备份,由版本控制和共享。此外,从业人员必须通过在仪表板平台上编码或配置来手动实现此隐式设计。本文提出了Mod2Dash,这是一个软件框架,使从业者可以将其仪表板设计捕获为模型,并从这些模型中自动生成操作仪表板。该框架还提供了一种GUI驱动的定制方法,供从业人员微调自动生成的仪表板并更新其模型。有了这些能力,MOD2DASH使从业人员能够快速原型和部署仪表板,以实现运营和研究目的。我们在案例研究的网络安全可视化中评估了该框架的有效性。使用MOD2DASH的概念验证来建模和重建31种现实世界的网络安全仪表板。 MOD2DASH生成的仪表板和基线仪表板之间的人为辅助比较显示了密切的匹配,这表明该框架对现实世界情景的有效性。

The construction of an interactive dashboard involves deciding on what information to present and how to display it and implementing those design decisions to create an operational dashboard. Traditionally, a dashboard's design is implied in the deployed dashboard rather than captured explicitly as a digital artifact, preventing it from being backed up, version-controlled, and shared. Moreover, practitioners have to implement this implicit design manually by coding or configuring it on a dashboard platform. This paper proposes Mod2Dash, a software framework that enables practitioners to capture their dashboard designs as models and generate operational dashboards automatically from these models. The framework also provides a GUI-driven customization approach for practitioners to fine-tune the auto-generated dashboards and update their models. With these abilities, Mod2Dash enables practitioners to rapidly prototype and deploy dashboards for both operational and research purposes. We evaluated the framework's effectiveness in a case study on cyber security visualization for decision support. A proof-of-concept of Mod2Dash was employed to model and reconstruct 31 diverse real-world cyber security dashboards. A human-assisted comparison between the Mod2Dash-generated dashboards and the baseline dashboards shows a close matching, indicating the framework's effectiveness for real-world scenarios.

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