NUPT ST-Data Miner: An Spatio-Temporal Data Analysis and Visualization System

被引:0
|
作者
Zou, Zhiqiang [1 ,2 ]
Xiong, Junjie [1 ]
He, Xu [1 ]
Dai, Haihong [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Coll Comp, Nanjing 210023, Jiangsu, Peoples R China
[2] Jiangsu Key Lab Big Data Secur & Intelligent Proc, Nanjing 210023, Jiangsu, Peoples R China
关键词
Spatio-Temporal analysis; Visualization; Big data; Cloud computing; GIS;
D O I
10.1007/978-981-13-1056-0_5
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Given the increasing popularity and availability of location tracking devices, large quantities of Spatio-Temporal data (ST-data) are available from many different sources. For the ST-data, reflecting the mobile characteristic of the world, it is essential to build a functional system to perform quickly interactive analysis. In this paper, we present an analysis and visualization system, NUPT ST-dataMiner, which facilitates users to visualize and analyze ST-data. It (1) provides a flexible and extensible framework based on cloud computing platform, (2) is able to quickly retrieve specified ST-data, (3) integrated multiple functions for the ST-data. To demonstrate its efficiency, we validate our model and system on a real data set of Microsoft Research Asia. The results from extensive experiments demonstrate that NUPT ST-data Miner is an effective system for visually analyzing spatio-temporal data.
引用
收藏
页码:41 / 51
页数:11
相关论文
共 50 条
  • [1] VR System for Spatio-Temporal Visualization of Tweet Data
    Okada, Kaya
    Yoshida, Mitsuo
    Itoh, Takayuki
    Czauderna, Tobias
    Stephens, Kingsley
    [J]. 2018 22ND INTERNATIONAL CONFERENCE INFORMATION VISUALISATION (IV), 2018, : 91 - 95
  • [2] Visualization and Queuing Analysis of Spatio-temporal Traffic Data
    Quadir, Farhan
    Al Ameen, Mahmud Faisal
    Momen, Sifat
    [J]. 2014 17TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT), 2014, : 223 - 228
  • [3] ST Sequence Miner: visualization and mining of spatio-temporal event sequences
    Baran Koseoglu
    Erdem Kaya
    Selim Balcisoy
    Burcin Bozkaya
    [J]. The Visual Computer, 2020, 36 : 2369 - 2381
  • [4] ST Sequence Miner: visualization and mining of spatio-temporal event sequences
    Koseoglu, Baran
    Kaya, Erdem
    Balcisoy, Selim
    Bozkaya, Burcin
    [J]. VISUAL COMPUTER, 2020, 36 (10-12): : 2369 - 2381
  • [5] plotKML: Scientific Visualization of Spatio-Temporal Data
    Hengl, Tomislav
    Roudier, Pierre
    Beaudette, Dylan
    Pebesma, Edzer
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2015, 63 (05): : 1 - 25
  • [6] Exploratory spatio-temporal data mining and visualization
    Compieta, P.
    Di Martino, S.
    Bertolotto, M.
    Ferrucci, F.
    Kechadi, T.
    [J]. JOURNAL OF VISUAL LANGUAGES AND COMPUTING, 2007, 18 (03): : 255 - 279
  • [7] Outlier highlighting for spatio-temporal data visualization
    Pyysalo, Ulla
    Oksanen, Juha
    [J]. CARTOGRAPHY AND GEOGRAPHIC INFORMATION SCIENCE, 2013, 40 (03) : 165 - 171
  • [8] Visualization of Spatio-temporal Data of Bus Trips
    Hong Thi Nguyen
    Chi Kim Thi Duong
    Tha Thi Bui
    Phuoc Vinh Tran
    [J]. 2012 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (ICCAIS), 2012, : 392 - 397
  • [9] A Visualization Platform for Spatio-temporal Data: a Data Intensive Computation Framework
    Guo, Danhuai
    Du, Yi
    [J]. 2015 23RD INTERNATIONAL CONFERENCE ON GEOINFORMATICS, 2015,
  • [10] MODELING AND VISUALIZATION OF SPACE OBJECTS SPATIO-TEMPORAL DATA
    Xu Qing
    Zhou Yang
    Zhang Baoming
    Lan ChaoZhen
    [J]. 4TH ISPRS INTERNATIONAL WORKSHOP 3D-ARCH 2011: 3D VIRTUAL RECONSTRUCTION AND VISUALIZATION OF COMPLEX ARCHITECTURES, 2011, 38-5 (W16): : 155 - 162