QoS based Web Service Selection and Multi-Criteria Decision Making Methods

被引:37
|
作者
Bagga, Pallavi [1 ]
Joshi, Aarchit [2 ]
Hans, Rahul [2 ]
机构
[1] Lovely Profess Univ, Dept Comp Sci & Engn, Phagwara, Punjab, India
[2] DAV Univ, Dept Comp Sci & Engn, Jalandhar, Punjab, India
来源
INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE | 2019年 / 5卷 / 04期
关键词
AHP; COPRAS; SAW; Spearman's Rank Correlation Coefficient; TOPSIS; VIKOR; FUZZY; RULES; MCDM; GIS; AHP;
D O I
10.9781/ijimai.2017.12.001
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 continuing proliferation of web services offering similar efficacies, around the globe, it has become a challenge for a user to select the best web service. In literature, this challenge is exhibited as a 0-1 knapsack problem of multiple dimensions and multiple choices, known as an NP-hard problem. Multi-Criteria Decision Making (MCDM) method is one of the ways which suits this problem and helps the users to select the best service based on his/her preferences. In this regard, this paper assists the researchers in two conducts: Firstly, to witness the performance of different MCDM methods for large number of alternatives and attributes. Secondly, to perceive the possible deviation in the ranking obtained from these methods. For carrying out the experimental evaluation, in this paper, five different well-known MCDM methods have been implemented and compared over two different scenarios of 50 as well as 100 web services, where their ranking is defined on an account of several Quality of Service (QoS) parameters. Additionally, a Spearman's Rank Correlation Coefficient has been calculated for different pairs of MCDM methods in order to provide a clear depiction of MCDM methods showing the least deviation in their ranking. The experimental results comfort web service users in conquering an appropriate decision on the selection of suitable service.
引用
收藏
页码:113 / 121
页数:9
相关论文
共 50 条
  • [1] Best Web service selection based on the decision making between QoS criteria of service
    Seo, YJ
    Jeong, HY
    Song, YJ
    EMBEDDED SOFTWARE AND SYSTEMS, PROCEEDINGS, 2005, 3820 : 408 - 419
  • [2] A Multi-criteria Based Approach for Web Service Selection Using Quality of Service (QoS)
    Nacer, Amina Ahmed
    Bessai, Kahina
    Youcef, Samir
    Godart, Claude
    2015 IEEE 12TH INTERNATIONAL CONFERENCE ON SERVICES COMPUTING (SCC 2015), 2015, : 570 - 577
  • [3] QoS-Based Filters in Web Service Compositions: Utilizing Multi-Criteria Decision Analysis Methods
    Vesyropoulos, Nikolaos
    Georgiadis, Christos
    JOURNAL OF MULTI-CRITERIA DECISION ANALYSIS, 2015, 22 (5-6) : 279 - 292
  • [4] Multi-Criteria IaaS Service Selection based on QoS History
    Rehman, Zia Ur
    Hussain, Omar Khadeer
    Hussain, Farookh Khadeer
    2013 IEEE 27TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS (AINA), 2013, : 1129 - 1135
  • [5] A hybrid multi-criteria decision making algorithm for cloud service selection
    Saha M.
    Panda S.K.
    Panigrahi S.
    International Journal of Information Technology, 2021, 13 (4) : 1417 - 1422
  • [6] Service Selection Using Multi-criteria Decision Making: A Comprehensive Overview
    Mehdi Hosseinzadeh
    Hawkar Kamaran Hama
    Marwan Yassin Ghafour
    Mohammad Masdari
    Omed Hassan Ahmed
    Hemn Khezri
    Journal of Network and Systems Management, 2020, 28 : 1639 - 1693
  • [7] Service Selection Using Multi-criteria Decision Making: A Comprehensive Overview
    Hosseinzadeh, Mehdi
    Hama, Hawkar Kamaran
    Ghafour, Marwan Yassin
    Masdari, Mohammad
    Ahmed, Omed Hassan
    Khezri, Hemn
    JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT, 2020, 28 (04) : 1639 - 1693
  • [8] COMPARISON OF THE MULTI-CRITERIA DECISION MAKING METHODS FOR MACHINE SELECTION PROBLEM
    Eraslan, Erguen
    Dagdeviren, Metin
    PROCEEDINGS OF THE 38TH INTERNATIONAL CONFERENCE ON COMPUTERS AND INDUSTRIAL ENGINEERING, VOLS 1-3, 2008, : 642 - 647
  • [9] Comparison of multi-criteria decision-making methods for equipment selection
    Hodgett, Richard Edgar
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2016, 85 (5-8): : 1145 - 1157
  • [10] Comparison of multi-criteria decision-making methods for equipment selection
    Richard Edgar Hodgett
    The International Journal of Advanced Manufacturing Technology, 2016, 85 : 1145 - 1157