Using Artificial Neural Networks and Analytic Hierarchy Process for the Supplier Selection Problem

被引:0
|
作者
Kar, Arpan Kumar [1 ]
机构
[1] Indian Inst Management, Fac IT & Syst Area, MDU Campus, Rohtak 124001, Haryana, India
关键词
Neural Networks; Fuzzy Analytic Hierarchy Process; Supplier Selection; Pattern Classification; VENDOR SELECTION; TOTAL-COST; PATTERN-CLASSIFICATION; OWNERSHIP; SYSTEMS; MODEL;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Pattern classification and its applications are classic domains of study in the area of artificial intelligence. In this study, we integrate neural networks and analytic hierarchy process for the purpose of pattern classification, and showcase the application for the supplier selection problem in the domain of procurement management. Pattern classification has been used for the purpose of supplier base rationalization. In this study, the criteria for decision making have been modeled using fuzzy logic, which further has been modeled as a multi-objective decision making process, by combining the two complementary approaches. The integrated approach drastically reduces the data points required for training and thus extends the applicability of the classifier in the supplier selection domain where the data points is not so high, as is required by classifiers. The proposed integrated approach has been further studied through a case study conducted on a multi-national firm and the results of the analysis have been discussed.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A FUZZY ANALYTIC HIERARCHY PROCESS METHODOLOGY FOR THE SUPPLIER SELECTION PROBLEM
    Ozfirat, Pinar Mizrak
    Tuna, Gokcecicek
    Tuncel, Gonca
    [J]. UNCERTAINTY MODELING IN KNOWLEDGE ENGINEERING AND DECISION MAKING, 2012, 7 : 291 - 299
  • [2] A fuzzy analytic hierarchy process methodology for the supplier selection problem
    Ozfirat, Pinar Mizrak
    Tasoglu, Gokcecicek Tuna
    Memis, Gonca Tuncel
    [J]. JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2014, 27 (03) : 292 - +
  • [3] Multiattribute Supplier Selection Using Fuzzy Analytic Hierarchy Process
    Aydin, Serhat
    Kahraman, Cengiz
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2010, 3 (05) : 553 - 565
  • [4] Multiattribute Supplier Selection Using Fuzzy Analytic Hierarchy Process
    Aydin S.
    Kahraman C.
    [J]. International Journal of Computational Intelligence Systems, 2010, 3 (5) : 553 - 565
  • [5] Applying Analytic Hierarchy Process to Supplier Selection
    Zajarosova, Marketa
    Kauerova, Lenka
    [J]. MANAGING AND MODELLING OF FINANCIAL RISKS: 7TH INTERNATIONAL SCIENTIFIC CONFERENCE, PTS I-III, 2014, : 873 - 879
  • [6] Supplier Selection Using Analytic Hierarchy Process: An Application From Turkey
    Ozkan, Betul
    Basligil, Huseyin
    Sahin, Nergis
    [J]. WORLD CONGRESS ON ENGINEERING, WCE 2011, VOL II, 2011, : 1160 - 1165
  • [7] Food supplier selection in the catering industry using the analytic hierarchy process
    Ikinci, Merve
    Tipi, Tolga
    [J]. FOOD SCIENCE AND TECHNOLOGY, 2022, 42
  • [8] Global Supplier Selection using Intuitionistic Fuzzy Analytic Hierarchy Process
    Deepika, M.
    Kannan, A. S. Karthik
    [J]. 2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 2390 - 2395
  • [9] Addressing the supplier selection problem by using the analytical hierarchy process
    Manik, Mehedi Hasan
    [J]. HELIYON, 2023, 9 (07)
  • [10] ANALYTIC HIERARCHY PROCESS AND ARTIFICIAL NEURAL NETWORKS MODEL FOR MANAGEMENT INFORMATION SYSTEMS SOFTWARE SELECTION IN COMPANIES
    Erol, Vural
    Basligil, Huseyin
    [J]. SIGMA JOURNAL OF ENGINEERING AND NATURAL SCIENCES-SIGMA MUHENDISLIK VE FEN BILIMLERI DERGISI, 2005, 23 (04): : 107 - 120