KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation

• Published in: IEEE transactions on visualization and computer graphics Vol. 28; no. 1; pp. 195 - 205
• Main Authors: Li, Haotian, Wang, Yong, Zhang, Songheng, Song, Yangqiu, Qu, Huamin
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.01.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Data models; Data visualization; Datasets; Feature extraction; Interviews; Knowledge graph; Knowledge representation; Machine learning; Manuals; Specifications; Visualization; Visualization recommendation

Visualization recommendation or automatic visualization generation can significantly lower the barriers for general users to rapidly create effective data visualizations, especially for those users without a background in data visualizations. However, existing rule-based approaches require tedious m...