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
[1]   Spatial Text Visualization Using Automatic Typographic Maps [J].
Afzal, Shehzad ;
Maciejewski, Ross ;
Jang, Yun ;
Elmqvist, Niklas ;
Ebert, David S. .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2012, 18 (12) :2556-2564
[2]  
Aigner W, 2011, HUM-COMPUT INT-SPRIN, P1, DOI 10.1007/978-0-85729-079-3
[3]   Sequence Surveyor: Leveraging Overview for Scalable Genomic Alignment Visualization [J].
Albers, Danielle ;
Dewey, Colin ;
Gleicher, Michael .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2392-2401
[4]   Synthetic Generation of High-Dimensional Datasets [J].
Albuquerque, Georgia ;
Loewe, Thomas ;
Magnor, Marcus .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2317-2324
[5]   Design Study of LineSets, a Novel Set Visualization Technique [J].
Alper, Basak ;
Riche, Nathalie Henry ;
Ramos, Gonzalo ;
Czerwinski, Mary .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2259-2267
[6]   Scalable Analysis of Movement Data for Extracting and Exploring Significant Places [J].
Andrienko, Gennady ;
Andrienko, Natalia ;
Hurter, Christophe ;
Rinzivillo, Salvatore ;
Wrobel, Stefan .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2013, 19 (07) :1078-1094
[7]   Space, time and visual analytics [J].
Andrienko, Gennady ;
Andrienko, Natalia ;
Demsar, Urska ;
Dransch, Doris ;
Dykes, Jason ;
Fabrikant, Sara Irina ;
Jern, Mikael ;
Kraak, Menno-Jan ;
Schumann, Heidrun ;
Tominski, Christian .
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2010, 24 (10) :1577-1600
[8]  
Andrienko N., 2006, Exploratory Analysis of Spatial and Tem- poral Data: A Systematic Approach
[9]   Spatial Generalization and Aggregation of Massive Movement Data [J].
Andrienko, Natalia ;
Andrienko, Gennady .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (02) :205-219
[10]  
[Anonymous], 1999, Readings in information visualization: using vision to think