Intelligent Canvas: Enabling Design-Like Exploratory Visual Data Analysis with Generative AI through Rapid Prototyping, Iteration and Curation
This addresses the problem of constrained exploration and comparison in visual data analysis for data analysts, though it appears incremental as it builds on existing generative AI and canvas concepts.
The paper tackled the limitations of existing interfaces for exploratory visual data analysis by introducing an intelligent canvas environment that integrates generative AI, enabling rapid prototyping and iteration, with a user study (N=10) showing its effectiveness.
Complex data analysis inherently seeks unexpected insights through exploratory visual analysis methods, transcending logical, step-by-step processing. However, existing interfaces such as notebooks and dashboards have limitations in exploration and comparison for visual data analysis. Addressing these limitations, we introduce a "design-like" intelligent canvas environment integrating generative AI into data analysis, offering rapid prototyping, iteration, and comparative visualization management. Our dual contributions include the integration of generative AI components into a canvas interface, and empirical findings from a user study (N=10) evaluating the effectiveness of the canvas interface.