SoDA: Dynamic Visual Analytics of Big Social Data

被引:0
|
作者
Hassan, Sabri [1 ]
Saenger, Johannes [1 ]
Pernul, Guenther [1 ]
机构
[1] Univ Regensburg, Dept Informat Syst, D-93053 Regensburg, Germany
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work we apply dynamic visual analytics on big social data by the example of microblogs from Twitter. Thereby, we address current challenges like real-time analytics as well as analyses of unstructured data. To this end, we propose SoDA - a concept enabling the integrated analysis of the dimensions: message, location and time. Furthermore, we introduce a novel design for tag cloud visualizations, the weighted tag network, offering enhanced semantic insights. All concepts are fully implemented and evaluated by a comprehensive software prototype in different application scenarios.
引用
收藏
页码:183 / 188
页数:6
相关论文
共 50 条
  • [41] Visual Analytics with Unparalleled Variety Scaling for Big Earth Data
    Yu, Lina
    Rilee, Michael L.
    Pan, Yu
    Zhu, Feiyu
    Kuo, Kwo-Sen
    Yu, Hongfeng
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2017, : 514 - 521
  • [42] Big graph visual analytics
    Haglin, David
    Trimm, David
    Wong, Pak Chung
    [J]. INFORMATION VISUALIZATION, 2017, 16 (03) : 155 - 156
  • [43] Big Data vs. Data Mining for Social Media Analytics
    Danubianu, M.
    Barila, A.
    [J]. SMART 2014 - SOCIAL MEDIA IN ACADEMIA: RESEARCH AND TEACHING, 2015, : 261 - 269
  • [44] TBD-DP: Telco Big Data Visual Analytics with Data Postdiction
    Costa, Constantinos
    Charalampous, Andreas
    Konstantinidis, Andreas
    Zeinalipour-Yazti, Demetrios
    Mokbel, Mohamed F.
    [J]. 2018 19TH IEEE INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2018), 2018, : 280 - 281
  • [45] Overview of data mining and visual analytics towards big data in smart grid
    Hou, Lin
    Zhang, Yiying
    Yu, Yang
    Shi, Yancui
    Liang, Kun
    [J]. 2016 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI), 2016, : 453 - 456
  • [46] THE DYDAS - "DYNAMIC DATA ANALYTICS SERVICES" PLATFORM FOR HPC BIG DATA ANALYTICS OF EARTH OBSERVATION AND GEOSPATIAL DATA
    Picchiani, M.
    Maranesi, M.
    Mastrucci, M.
    Coltea, I. G.
    Pompei, G.
    Di Giacomo, L.
    [J]. 2022 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2022), 2022, : 4011 - 4014
  • [47] Topographic Visual Analytics of Multibeam Dynamic SONAR Data
    Rice, Iain
    Lowe, David
    [J]. 2014 SENSOR SIGNAL PROCESSING FOR DEFENCE (SSPD), 2014,
  • [48] Big data analytics and business analytics
    Duan, Lian
    Xiong, Ye
    [J]. JOURNAL OF MANAGEMENT ANALYTICS, 2015, 2 (01) : 1 - 21
  • [49] Big data analytics and firm performance: Effects of dynamic capabilities
    Wamba, Samuel Fosso
    Gunasekaran, Angappa
    Akter, Shahriar
    Ren, Steven Ji-fan
    Dubey, Rameshwar
    Childe, Stephen J.
    [J]. JOURNAL OF BUSINESS RESEARCH, 2017, 70 : 356 - 365
  • [50] Efficient Embedding of Dynamic Languages in Big-data Analytics
    Salucci, Luca
    Bonetta, Daniele
    Binder, Walter
    [J]. 2016 IEEE 36TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS WORKSHOPS (ICDCSW 2016), 2016, : 19 - 24