An Iterative Methodology for Big Data Management, Analysis and Visualization

被引:0
|
作者
Tardio, Roberto [1 ]
Mate, Alejandro [1 ]
Trujillo, Juan [1 ]
机构
[1] Univ Alicante, Lucentia Res Grp, Dept Software & Comp Syst, Alicante, Spain
关键词
Big Data; Business Intelligence; Data Warehousing; Hadoop; CHALLENGES;
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
Big Data constitutes an opportunity for companies to empower their analysis. However, at the moment there is no standard way for approaching Big Data projects. This, coupled with the complex nature of Big Data, is the cause that many Big Data projects fail or rarely obtain the expected return of investment. In this paper, we present a methodology to tackle Big Data projects in a systematic way, avoiding the aforementioned problems. To this end, we review the state of the art, identifying the most prominent problems surrounding Big Data projects, best practices and methods. Then, we define a methodology describing step by step how these techniques could be applied and combined in order to tackle the problems identified and increase the success rate of Big Data projects.
引用
收藏
页码:545 / 550
页数:6
相关论文
共 50 条
  • [21] Visualization analysis of big data research based on Citespace
    Wang, Weihong
    Lu, Chang
    SOFT COMPUTING, 2020, 24 (11) : 8173 - 8186
  • [22] A Hierarchical Visualization Analysis Model of Power Big Data
    Li, Yongjie
    Wang, Zheng
    Hao, Yang
    2017 3RD INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION (ESMA2017), VOLS 1-4, 2018, 108
  • [23] Data Analysis & Classification Methodology for Knowledge Discovery in Big Data
    Patil, Shilpa
    Kumar, Ashok P. S.
    Patil, Prasadgouda
    Palagi, Puneet
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON INVENTIVE SYSTEMS AND CONTROL (ICISC 2017), 2017, : 40 - 43
  • [24] Big Data, Big Picture - Data Visualization of Health
    Bourke, Alison
    Ryan, Patrick B.
    Elhadad, Noemie
    Perer, Adam
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2016, 25 : 48 - 48
  • [25] Big Data Analytics and Mining for Crime Data Analysis, Visualization and Prediction
    Feng, Mingchen
    Zheng, Jiangbin
    Han, Yukang
    Ren, Jinchang
    Liu, Qiaoyuan
    ADVANCES IN BRAIN INSPIRED COGNITIVE SYSTEMS, BICS 2018, 2018, 10989 : 605 - 614
  • [26] Visualization analysis of educational data statistics based on big data mining
    Yuan, Yaodong
    Xu, Hongyan
    Krishnamurthy, M.
    Vijayakumar, P.
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2024, 24 (03) : 1785 - 1793
  • [27] Big Data Analysis Methodology for Smart Manufacturing Systems
    Sim, Hyun Sik
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2019, 20 (06) : 973 - 982
  • [28] Big Data Analysis Methodology for Smart Manufacturing Systems
    Hyun Sik Sim
    International Journal of Precision Engineering and Manufacturing, 2019, 20 : 973 - 982
  • [29] Innovative Methodology for Elevating Big Data Analysis and Security
    Alouneh, Sahel
    Hababeh, Ismail
    Al-Hawari, Feras
    Alajrami, Tamer
    2016 2ND INTERNATIONAL CONFERENCE ON OPEN SOURCE SOFTWARE COMPUTING (OSSCOM), 2016,
  • [30] Big Data Analysis: The Leap into a New Science Methodology
    Cacciola, Alberto
    Conti, Alfredo
    Tomasello, Francesco
    WORLD NEUROSURGERY, 2020, 133 : 97 - 98