DocumentCode :
3602834
Title :
Morphable Word Clouds for Time-Varying Text Data Visualization
Author :
Ming-Te Chi ; Shih-Syun Lin ; Shiang-Yi Chen ; Chao-Hung Lin ; Tong-Yee Lee
Author_Institution :
Dept. of Comput. Sci., Nat. Chengchi Univ., Taipei, Taiwan
Volume :
21
Issue :
12
fYear :
2015
Firstpage :
1415
Lastpage :
1426
Abstract :
A word cloud is a visual representation of a collection of text documents that uses various font sizes, colors, and spaces to arrange and depict significant words. The majority of previous studies on time-varying word clouds focuses on layout optimization and temporal trend visualization. However, they do not fully consider the spatial shapes and temporal motions of word clouds, which are important factors for attracting people´s attention and are also important cues for human visual systems in capturing information from time-varying text data. This paper presents a novel method that uses rigid body dynamics to arrange multi-temporal word-tags in a specific shape sequence under various constraints. Each word-tag is regarded as a rigid body in dynamics. With the aid of geometric, aesthetic, and temporal coherence constraints, the proposed method can generate a temporally morphable word cloud that not only arranges word-tags in their corresponding shapes but also smoothly transforms the shapes of word clouds overtime, thus yielding a pleasing time-varying visualization. Using the proposed frame-by-frame and morphable word clouds, people can observe the overall story of a time-varying text data from the shape transition, and people can also observe the details from the word clouds in frames. Experimental results on various data demonstrate the feasibility and flexibility of the proposed method in morphable word cloud generation. In addition, an application that uses the proposed word clouds in a simulated exhibition demonstrates the usefulness of the proposed method.
Keywords :
data visualisation; text analysis; time-varying systems; frame-by-frame word clouds; multitemporal word-tag arrangement; rigid body dynamics; shape sequence; temporally morphable word cloud; text documents visual representation; time-varying text data visualization; Data analysis; Data visualization; Digital systems; Interpolation; Market research; Tag clouds; Text mining; Time-varying systems; Virtual reality; Word cloud; digital storytelling; information visualization; time-varying text data; word cloud;
fLanguage :
English
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
Publisher :
ieee
ISSN :
1077-2626
Type :
jour
DOI :
10.1109/TVCG.2015.2440241
Filename :
7118241
Link To Document :
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