Modeling and Management of Big Data: Challenges and opportunities

被引:40
|
作者
Gil, David [1 ]
Song, Il-Yeol [2 ]
机构
[1] Univ Alicante, Lucentia Res Grp, Comp Technol & Data Proc, San Vicente Del Raspei, Alacant, Spain
[2] Drexel Univ, Coll Comp & Informat, Philadelphia, PA 19104 USA
关键词
Conceptual modeling Big Data; Ecosystem; Integrate & analyze & visualize; BUSINESS INTELLIGENCE; STRUCTURED DATA; TABLES; CLOUD;
D O I
10.1016/j.future.2015.07.019
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The term Big Data denotes huge-volume, complex, rapid growing datasets with numerous, autonomous and independent sources. In these new circumstances Big Data bring many attractive opportunities; however, good opportunities are always followed by challenges, such as modelling, new paradigms, novel architectures that require original approaches to address data complexities. The purpose of this special issue on Modeling and Management of Big Data is to discuss research and experience in modelling and to develop as well as deploy systems and techniques to deal with Big Data. A summary of the selected papers is presented, followed by a conceptual modelling proposal for Big Data. Big Data creates new requirements based on complexities in data capture, data storage, data analysis and data visualization. These concerns are discussed in detail in this study and proposals are recommended for specific areas of future research. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:96 / 99
页数:4
相关论文
共 50 条
  • [1] Big Data Storage and Management: Challenges and Opportunities
    Pokorny, Jaroslav
    [J]. ENVIRONMENTAL SOFTWARE SYSTEMS: COMPUTER SCIENCE FOR ENVIRONMENTAL PROTECTION, 2017, 507 : 28 - 38
  • [2] Big Data: Challenges and Opportunities in Financial Management
    Pilipczuk, Olga
    Cosenco, Natalia
    Kosenko, Olena
    [J]. PROBLEMY ZARZADZANIA-MANAGEMENT ISSUES, 2019, 17 (05): : 9 - 23
  • [3] BIG DATA AND MUNICIPAL WASTE MANAGEMENT: CHALLENGES AND OPPORTUNITIES
    Stankevicius, Andrius
    [J]. VPLYV INDUSTRY 4.0 NA TVORBU PRACOVNYCH MIEST 2019, 2020, : 382 - 389
  • [4] Big Data for Supply Chain Management: Opportunities and Challenges
    Chaouni Benabdellah, Abla
    Benghabrit, Asmaa
    Bouhaddou, Imane
    Zemmouri, El Moukhtar
    [J]. 2016 IEEE/ACS 13TH INTERNATIONAL CONFERENCE OF COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2016,
  • [5] Big Data - Opportunities and Challenges
    Bertino, Elisa
    [J]. 2013 IEEE 37TH ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC), 2013, : 479 - 480
  • [6] Challenges and Opportunities with Big Data
    Labrinidis, Alexandros
    Jagadish, H. V.
    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2012, 5 (12): : 2032 - 2033
  • [7] Abnormal situation management: Challenges and opportunities in the big data era
    Shu, Yidan
    Ming, Liang
    Cheng, Feifan
    Zhang, Zhanpeng
    Zhao, Jinsong
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 2016, 91 : 104 - 113
  • [8] BIG DATA PROCESSING: BIG CHALLENGES AND OPPORTUNITIES
    Ji, Changqing
    Li, Yu
    Qiu, Wenming
    Jin, Yingwei
    Xu, Yujie
    Awada, Uchechukwu
    Li, Keqiu
    Qu, Wenyu
    [J]. JOURNAL OF INTERCONNECTION NETWORKS, 2012, 13 (3-4)
  • [9] Methodological challenges and analytic opportunities for modeling and interpreting Big Healthcare Data
    Dinov, Ivo D.
    [J]. GIGASCIENCE, 2016, 5
  • [10] Big Data in Healthcare: Opportunities and Challenges
    Craven, Mark
    Page, C. David
    [J]. BIG DATA, 2015, 3 (04) : 209 - 210