用生成式AI自动生成可交互的生物医学数据可视化图表
A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizations
- 通过多智能体生成可视化方案并动态构建仪表板
- 用户可调整生成的交互控件，提升探索效率
- 适合生物医学研究者快速发现数据模式
我们探索将生成式AI与基于语法的可视化相结合在生物医学数据发现中的潜力。在原型系统中，采用多智能体系统生成可视化规范并应用过滤器，这些可视化相互关联，逐步构建出可交互的仪表板。系统结合自然语言的优势与传统用户界面的实用性，利用生成的交互控件支持用户调整。最后，通过案例研究展示了该系统在生物医学数据发现中的潜在价值。
原文摘要 · Abstract (English)
We explore the potential for combining generative AI with grammar-based visualizations for biomedical data discovery. In our prototype, we use a multi-agent system to generate visualization specifications and apply filters. These visualizations are linked together, resulting in an interactive dashboard that is progressively constructed. Our system leverages the strengths of natural language while maintaining the utility of traditional user interfaces. Furthermore, we utilize generated interactive widgets enabling user adjustment. Finally, we demonstrate the potential utility of this system for biomedical data discovery with a case study.
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