A Survey of Visual Analytics Techniques and Applications: State-of-the-Art Research and Future Challenges

被引:116
作者
Sun, Guo-Dao [1 ,2 ]
Wu, Ying-Cai [1 ]
Liang, Rong-Hua [2 ]
Liu, Shi-Xia [1 ]
机构
[1] Microsoft Res Asia, Internet Graph Grp, Beijing 100080, Peoples R China
[2] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
visual analytics; information visualization; data analysis; user interaction; INTERACTIVE VISUALIZATION; TIME-SERIES; DESIGN; MODEL; NETWORKS; UNCERTAINTY; EXPLORATION; GENERATION; FRAMEWORK; ATTRIBUTE;
D O I
10.1007/s11390-013-1383-8
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Visual analytics employs interactive visualizations to integrate users' knowledge and inference capability into numerical/algorithmic data analysis processes. It is an active research field that has applications in many sectors, such as security, finance, and business. The growing popularity of visual analytics in recent years creates the need for a broad survey that reviews and assesses the recent developments in the field. This report reviews and classifies recent work into a set of application categories including space and time, multivariate, text, graph and network, and other applications. More importantly, this report presents analytics space, inspired by design space, which relates each application category to the key steps in visual analytics, including visual mapping, model-based analysis, and user interactions. We explore and discuss the analytics space to add the current understanding and better understand research trends in the field.
引用
收藏
页码:852 / 867
页数:16
相关论文
共 133 条
[11]  
[Anonymous], 1963, DYNAMIC PROGRAMMING
[12]  
[Anonymous], 2005, Illuminating the path: The research and development agenda for visual analytics (Tech. Rep.)
[13]  
[Anonymous], 2010, Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
[14]   Developing and Evaluating Quilts for the Depiction of Large Layered Graphs [J].
Bae, Juhee ;
Watson, Ben .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2268-2275
[15]   Spatiotemporal Analysis of Sensor Logs using Growth Ring Maps [J].
Bak, Peter ;
Mansmann, Florian ;
Janetzko, Halldor ;
Keim, Daniel A. .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2009, 15 (06) :913-920
[16]   Quality Metrics in High-Dimensional Data Visualization: An Overview and Systematization [J].
Bertini, Enrico ;
Tatu, Andrada ;
Keim, Daniel .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2203-2212
[17]   The DeepTree Exhibit: Visualizing the Tree of Life to Facilitate Informal Learning [J].
Block, Florian ;
Horn, Michael S. ;
Phillips, Brenda Caldwell ;
Diamond, Judy ;
Evans, E. Margaret ;
Shen, Chia .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2012, 18 (12) :2789-2798
[18]   D3: Data-Driven Documents [J].
Bostock, Michael ;
Ogievetsky, Vadim ;
Heer, Jeffrey .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2301-2309
[19]   Toward Visualization for Games: Theory, Design Space, and Patterns [J].
Bowman, Brian ;
Elmqvist, Niklas ;
Jankun-Kelly, T. J. .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2012, 18 (11) :1956-1968
[20]   Asymmetric Relations in Longitudinal Social Networks [J].
Brandes, Ulrik ;
Nick, Bobo .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2283-2290