BigDimETL: ETL for Multidimensional Big Data

被引:1
作者
Mallek, Hana [1 ,2 ]
Ghozzi, Faiza [1 ,2 ]
Teste, Olivier [1 ,2 ]
Gargouri, Faiez [1 ,2 ]
机构
[1] Univ Sfax, MIR CL Lab, BP 242, Sfax 3021, Tunisia
[2] Univ Toulouse, IRIT 5505, 118 Route Narbonne, F-31062 Toulouse, France
来源
INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA 2016) | 2017年 / 557卷
关键词
ETL; Data warehouse; Bigdata; Twitter; MapReduce; Parallel processing; Multidimensional structure;
D O I
10.1007/978-3-319-53480-0_92
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the broad range of data available on the World Wide Web and the increasing use of social media such as Facebook, Twitter, YouTube, etc. a "Big Data" notion has emerged. This latter has become an important aspect in nowadays business since it is full of important knowledge that is crucial for effective decision making. However, this kind of data brings with it new problems and challenges for the Decision Support System (DSS) that must be addressed. In this paper, we propose a new approach called BigDimETL (Big Dimensional ETL) that deals with ETL (Extract-Transform-Load) development process. Our approach focuses on integrating Big Data taking into account the MultiDimensional Structure (MDS) through a MapReduce paradigm.
引用
收藏
页码:935 / 944
页数:10
相关论文
共 50 条
  • [41] Big data visualization identifies the multidimensional molecular landscape of human gliomas
    Bolouri, Hamid
    Zhao, Lue Ping
    Holland, Eric C.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (19) : 5394 - 5399
  • [42] Fast multidimensional scaling on big geospatial data using neural networks
    Mademlis, Ioannis
    Voulgaris, Georgios
    Pitas, Ioannis
    [J]. EARTH SCIENCE INFORMATICS, 2023, 16 (3) : 2241 - 2249
  • [43] An analytical study of information extraction from unstructured and multidimensional big data
    Kiran Adnan
    Rehan Akbar
    [J]. Journal of Big Data, 6
  • [44] Online Distributed IoT Security Monitoring With Multidimensional Streaming Big Data
    Li, Fangyu
    Xie, Rui
    Wang, Zengyan
    Guo, Lulu
    Ye, Jin
    Ma, Ping
    Song, Wenzhan
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (05) : 4387 - 4394
  • [45] Fast multidimensional scaling on big geospatial data using neural networks
    Ioannis Mademlis
    Georgios Voulgaris
    Ioannis Pitas
    [J]. Earth Science Informatics, 2023, 16 : 2241 - 2249
  • [46] Multidimensional Reputation Evaluation Model for Crowdsourcing Participants Based on Big Data
    Huang, Yanrong
    Chen, Min
    [J]. 2019 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE BIG DATA AND INTELLIGENT SYSTEMS (HPBD&IS), 2019, : 41 - 46
  • [47] Exploring the Benefits and Challenges of Big Data
    Farooq, Usman
    [J]. NEW INDUSTRIALIZATION AND URBANIZATION DEVELOPMENT ANNUAL CONFERENCE: THE INTERNATIONAL FORUM ON NEW INDUSTRIALIZATION DEVELOPMENT IN BIG-DATA ERA, 2015, : 606 - 621
  • [48] Design and Implementation of ETL in Police Intelligence Data Warehouse System
    Shen Liangzhong
    Liu Shihua
    Chen Shengkai
    [J]. FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 3865 - +
  • [49] A UNIFIED MODEL DRIVEN METHODOLOGY FOR DATA WAREHOUSES AND ETL DESIGN
    Atigui, Faten
    Ravat, Franck
    Tournier, Ronan
    Zurfluh, Gilles
    [J]. ICEIS 2011: PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS, VOL 1, 2011, : 247 - 252
  • [50] Optimizing ETL by a Two-Level Data Staging Method
    Liu, Xiufeng
    Iftikhar, Nadeem
    Huo, Huon
    Nielsen, Per Sieverts
    [J]. INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING, 2016, 12 (03) : 32 - 50