Big data challenges: Prioritizing by decision-making process using Analytic Network Process technique

被引:0
|
作者
Zahid Latif
Wang Lei
Shahid Latif
Zulfiqar Hussain Pathan
Rahat Ullah
Zeng Jianqiu
机构
[1] Beijing University of Posts and Telecommunications (BUPT),School of Economics and Management
[2] Sarhad University of Science and Technology Peshawar,School of Optics and Communications
[3] Beijing University of Posts and Telecommunications (BUPT),undefined
来源
关键词
Big data; Influential; Security; Privacy; Data protection; Analytic Network Process;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents an innovative technique to find out the most influential challenge faced by big data. Presently, the key challenges faced by big data are security, privacy, and accuracy. To prioritize the most influential factor among the three, we need to select the suitable factor that accomplishes our objectives within the available resources. In this study, we propose the Analytic Network Process (ANP) technique for evaluating these challenges. The study also appraises the ANP model in comparison with the priorities of all competing challenges inside the big data. The secondary data has been taken for the ANP analysis from numerous scholarly articles focusing on big data. In our analysis, we have proposed a policy assessment of the relation between big data characteristics and the challenges; it further prioritizes the consequent results for the most influential challenge by using ANP model. The empirical results conclude that the security has the highest influence value i.e. 54% of the total measurement, while privacy and accuracy stand second and third among the most influential factors with 36% and 8% values respectively. Finally, the study provides important clues in the decision-making process in finding the solutions to such challenges faced by big data.
引用
收藏
页码:27127 / 27153
页数:26
相关论文
共 50 条
  • [21] The precautionary principle and environmental persistence: prioritizing the decision-making process
    Gouin, Todd
    ENVIRONMENTAL SCIENCE & POLICY, 2010, 13 (03) : 175 - 184
  • [22] Characteristics of the Analytic Network Process, a Multi-Criteria Decision-Making Method
    Kadoic, Nikola
    CROATIAN OPERATIONAL RESEARCH REVIEW, 2018, 9 (02) : 235 - 244
  • [23] An Analytic Network Process to Support Financial Decision-Making in the Context of Behavioural Finance
    Martino, Roberta
    Ventre, Viviana
    MATHEMATICS, 2023, 11 (18)
  • [24] APPLICATION OF CONCEPTS OF THE ANALYTIC HIERARCHY PROCESS IN DECISION-MAKING
    Krenicky, Tibor
    Hrebenyk, Liudmyla
    Chernobrovchenko, Vadym
    MANAGEMENT SYSTEMS IN PRODUCTION ENGINEERING, 2022, 30 (04) : 304 - 310
  • [25] Readiness assessment of information integration in a hospital using an analytic network process method for decision-making in a healthcare network
    Lancharoen, Soontorn
    Suksawang, Poonpong
    Naenna, Thanakorn
    INTERNATIONAL JOURNAL OF ENGINEERING BUSINESS MANAGEMENT, 2020, 12
  • [26] THE ANALYTIC HIERARCHY PROCESS IN MEDICAL DECISION-MAKING - A TUTORIAL
    DOLAN, JG
    ISSELHARDT, BJ
    CAPPUCCIO, JD
    MEDICAL DECISION MAKING, 1989, 9 (01) : 40 - 50
  • [27] Robust decision making using Data Envelopment Analytic Hierarchy Process
    Nachiappan, Subramanian
    Ramanathan, Ramakrishnan
    ADVANCES ON ARTIFICIAL INTELLIGENCE, KNOWLEDGE ENGINEERING AND DATA BASES, PROCEEDINGS, 2008, : 269 - +
  • [29] The data file: Using statistical techniques in the decision-making process
    Ouchi, GI
    LC GC-MAGAZINE OF SEPARATION SCIENCE, 1995, 13 (02): : 110 - &
  • [30] Decision-Making about Software Release Time Using Analytic Hierarchy Process
    Arao, Takuya
    Machida, Yoshinobu
    Toda, Ken
    Yaegashi, Rihito
    Takagi, Tomohiko
    2014 IIAI 3RD INTERNATIONAL CONFERENCE ON ADVANCED APPLIED INFORMATICS (IIAI-AAI 2014), 2014, : 751 - 756