Understandable Big Data: A survey

被引:154
|
作者
Emani, Cheikh Kacfah [1 ]
Cullot, Nadine [1 ]
Nicolle, Christophe [1 ]
机构
[1] Univ Bourgogne Franche Comte, ENSAM, CNRS, LE2I,UMR6306, F-21000 Dijon, France
关键词
Big data; Hadoop; Reasoning; Coreference resolution; Entity linking; Information extraction; Ontology alignment;
D O I
10.1016/j.cosrev.2015.05.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This survey presents the concept of Big Data. Firstly, a definition and the features of Big Data are given. Secondly, the different steps for Big Data data processing and the main problems encountered in big data management are described. Next, a general overview of an architecture for handling it is depicted. Then, the problem of merging Big Data architecture in an already existing information system is discussed. Finally this survey tackles semantics (reasoning, coreference resolution, entity linking, information extraction, consolidation, paraphrase resolution, ontology alignment) in the Big Data context. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:70 / 81
页数:12
相关论文
共 50 条
  • [41] An experimental survey on big data frameworks
    Inoubli, Wissem
    Aridhi, Sabeur
    Mezni, Haithem
    Maddouri, Mondher
    Nguifo, Engelbert Mephu
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 86 : 546 - 564
  • [42] Optimal survey design for big data
    Schlumberger PetroTechnical Services, Houston
    TX, United States
    不详
    MA, United States
    3 (P11-P22):
  • [43] Classification Techniques for Big Data: A Survey
    Pandey, Priyank
    Kumar, Manoj
    Srivastava, Prakhar
    PROCEEDINGS OF THE 10TH INDIACOM - 2016 3RD INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT, 2016, : 3625 - 3629
  • [44] Survey on Visualization Layout for Big Data
    Teng, Pengju
    Li, Hongjun
    Zhang, Xiaopeng
    INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: BIG DATA AND MACHINE LEARNING TECHNIQUES, ISCIDE 2015, PT II, 2015, 9243 : 384 - 394
  • [45] A Survey on Big Data and Collective Intelligence
    Karydis, Ioannis
    Sioutas, Spyros
    Avlonitis, Markos
    Mylonas, Phivos
    Kanavos, Andreas
    ALGORITHMIC ASPECTS OF CLOUD COMPUTING, ALGOCLOUD 2016, 2017, 10230 : 169 - 181
  • [46] A SURVEY ON BIG DATA ANALYSIS AND CHALLENGES
    Parikh, Harshil
    Liu, Jiangjiang
    ICERI2015: 8TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION, 2015, : 4451 - 4460
  • [47] Distributed Analytics For Big Data: A Survey
    Berloco, Francesco
    Bevilacqua, Vitoantonio
    Colucci, Simona
    NEUROCOMPUTING, 2024, 574
  • [48] Survey Research in Times of Big Data
    Cabrera-Alvarez, Pablo
    EMPIRIA, 2022, (53): : 31 - 51
  • [49] The ethics of big data: analytical survey
    Voronova, Larisa
    Kazantsev, Nikolai
    2015 IEEE 17TH CONFERENCE ON BUSINESS INFORMATICS, VOL 2, 2015,
  • [50] Big data meets survey science
    Jang, Don
    Cazar, Ana Lucia Cordova
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 2022, 185 : S167 - S169