Visual Analysis of Mobility Data

被引:6
|
作者
Goncalves, Tiago [1 ]
Afonso, Ana Paula [1 ]
Martins, Bruno [2 ]
机构
[1] Univ Lisbon, Fac Ciencias, P-1699 Lisbon, Portugal
[2] INESC ID, Inst Super Tecnico, Lisbon, Portugal
关键词
VISUALIZATION; INFORMATION; TIME; REPRESENTATION; ANIMATION; ANALYTICS; PATTERNS; SPACE;
D O I
10.1109/MDM.2013.56
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
With the prevalence of mobile computing systems and location based services, the research interest on spatiotemporal data has significantly increased, as evidenced by the collection of huge amounts of movement data. Consequently, this type of data raises several issues, namely in the research area of geographic information visualization. Despite the existence of several visual analysis techniques for the exploration of movement data, it is still unclear how usable and useful these techniques are, how can they be improved, and for which situations are these techniques most suitable. In this paper, we present current open challenges on the visual analysis of movement data, and the Ph.D work in progress aiming to address these problems. Our work will explore several factors that may affect the users' performance, and, based on those factors we will propose a taxonomy and an evaluation framework covering different tasks and techniques.
引用
收藏
页码:7 / 10
页数:4
相关论文
共 50 条
  • [1] Urban Mobility Analysis With Mobile Network Data: A Visual Analytics Approach
    Senaratne, Hansi
    Mueller, Manuel
    Behrisch, Michael
    Lalanne, Felipe
    Bustos-Jimenez, Javier
    Schneidewind, Joern
    Keim, Daniel
    Schreck, Tobias
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2018, 19 (05) : 1537 - 1546
  • [2] ANTENNA: A Tool for Visual Analysis of Urban Mobility based on Cell Phone Data
    Silva, Pedro
    Macas, Catarina
    Correia, Joao
    Machado, Penousal
    Polisciuc, Evgheni
    PROCEEDINGS OF THE 17TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (IVAPP), VOL 3, 2022, : 88 - 100
  • [3] ANTENNA: Visual Analytics of Mobility Derived from Cellphone Data
    Silva, Pedro
    Macas, Catarina
    Correia, Joao
    Machado, Penousal
    Polisciuc, Evgheni
    COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS, VISIGRAPP 2022, 2023, 1815 : 135 - 160
  • [4] A visual-based toolkit to support mobility data analytics
    Di Martino, Sergio
    Landolfi, Enrico
    Mazzocca, Nicola
    di Torrepadula, Franca Rocco
    Starace, Lucio Libero Lucio
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 238
  • [5] Interactive Visual Exploration of Longitudinal Historical Career Mobility Data
    Wang, Yifang
    Liang, Hongye
    Shu, Xinhuan
    Wang, Jiachen
    Xu, Ke
    Deng, Zikun
    Campbell, Cameron
    Chen, Bijia
    Wu, Yingcai
    Qu, Huamin
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2022, 28 (10) : 3441 - 3455
  • [6] Discovering Mobility Functional Areas: A Mobility Data Analysis Approach
    Gabrielli, Lorenzo
    Fadda, Daniele
    Rossetti, Giulio
    Nanni, Mirco
    Piccinini, Leonardo
    Pedreschi, Dino
    Giannotti, Fosca
    Lattarulo, Patrizia
    COMPLEX NETWORKS IX, 2018, : 311 - 322
  • [7] Visual analysis of biological data
    Nieselt K.
    Kaufmann M.
    Gerasch A.
    Lenhof H.-P.
    Spehr M.
    Hesse S.
    Gumhold S.
    Informatik-Spektrum, 2010, 33 (6) : 559 - 568
  • [8] Visual Analysis of Gameplay Data
    Wu, Yingcai (yingcai@outlook.com), 1600, Institute of Computing Technology (29):
  • [9] Challenges in visual data analysis
    Keim, Daniel A.
    Mansmann, Florian
    Schneidewind, Joern
    Ziegler, Hartmut
    INFORMATION VISUALIZATION-BOOK, 2006, : 9 - +
  • [10] Visual analysis of medical data
    Preim B.
    Oeltze S.
    Tönnies K.
    Informatik-Spektrum, 2010, 33 (06) : 569 - 579