ANALYTIC HIERARCHY PROCESS AND ARTIFICIAL NEURAL NETWORKS MODEL FOR MANAGEMENT INFORMATION SYSTEMS SOFTWARE SELECTION IN COMPANIES

被引:0
|
作者
Erol, Vural [1 ]
Basligil, Huseyin [1 ]
机构
[1] Yildiz Tekn Univ, Fen Bilimleri Enstitusi, Sistem Muhendisligi Program, Istanbul, Turkey
关键词
Management Information Systems; Analytic Hierarchy Process; Back-propagation Artificial Neural Network; Software Selection Criteria;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Making a decision is one of the most important activities in business life. Managers need correct and reliable estimations for this. Considering scientific criterions provide better results while decision making. Decision problem is more generally defined as a making the most appropriate choice in alternatives set according to at least one aim or one criterion. Analytic Hierarchical Process (AHP) is one of the most widespread techniques for selection of the most appropriate alternative. Alternatives weights can be determined qualitatively by setting multi-level decision structures and forming pair comparison matrixes according to decision makers' subjective judgments. In recent years, another subject that has wide implementations is Artificial Neural Networks (ANN). In decision making process, network can be trained through supervised learning according to firms' tendency in sector. Thus differences between alternatives can be brought up without determining importance of criterions by calculating alternative scores using Multi Layer ANN. In this article, AHP and ANN methods are implemented in software selection problem with nine criterions and five alternatives using Expert Choice and NeuroSolutions programs and analyzed results are compared. Besides in this study, Multi Layer ANN solutions at different topologies are evaluated for selection problem.
引用
收藏
页码:107 / 120
页数:14
相关论文
共 50 条
  • [21] Evaluation of waste management and energy saving for sustainable green building through analytic hierarchy process and artificial neural network model
    Lu, Yanjie
    Ge, Yisu
    Zhang, Guodao
    Abdulwahab, Abdulkareem
    Salameh, Anas A.
    Ali, H. Elhosiny
    Le, Binh Nguyen
    CHEMOSPHERE, 2023, 318
  • [22] USING THE ANALYTIC HIERARCHY PROCESS FOR INFORMATION-SYSTEM PROJECT SELECTION
    MURALIDHAR, K
    SANTHANAM, R
    WILSON, RL
    INFORMATION & MANAGEMENT, 1990, 18 (02) : 87 - 95
  • [23] Analytic Hierarchy Process (AHP) in Portfolio Selection Based on Information Granularity
    Zhao, Kaixin
    Dai, Yaping
    Ji, Ye
    Sun, Jiayi
    PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 886 - 891
  • [24] Game Theoretical Formulation of Network Selection in Competing Wireless Networks: An Analytic Hierarchy Process Model
    Pervaiz, Haris
    Bigham, John
    THIRD INTERNATIONAL CONFERENCE ON NEXT GENERATION MOBILE APPLICATIONS, SERVICES, AND TECHNOLOGIES, PROCEEDINGS, 2009, : 292 - 297
  • [25] A software application for the selection of temperature measuring sensors using the analytic hierarchy process
    Al-Hawari, Tarek
    Al-Bo'ol, Shadi
    Momani, Amer M.
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2012, 44 (03) : 198 - 209
  • [26] New forest fire assessment model based on artificial neural network and analytic hierarchy process or fuzzy-analytic hierarchy process methodology for fire vulnerability map
    Tahri, Meryem
    Badr, Sanaa
    Mohammadi, Zohreh
    Kašpar, Jan
    Berčák, Roman
    Holuša, Jaroslav
    Surový, Peter
    Marušák, Róbert
    Yousfi, Noura
    Engineering Applications of Artificial Intelligence, 2024, 138
  • [28] An investigation of artificial neural networks based prediction systems in software project management
    de Barcelos Tronto, Iris Fabiana
    da Silva, Jos Dernisio Simoes
    Sant'Anna, Nilson
    JOURNAL OF SYSTEMS AND SOFTWARE, 2008, 81 (03) : 356 - 367
  • [29] An Analytic Hierarchy Process based approach for Information technology governance framework selection
    Bouayad, Hakim
    Benabbou, Loubna
    Berrado, Abdelaziz
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS: THEORIES AND APPLICATIONS (SITA'18), 2018,
  • [30] A Method of College Selection Strategy Based on Analytic Hierarchy Process and Preference Information
    Duan, Xiusheng
    Zhou, Meng
    2016 ICMIBI INTERNATIONAL CONFERENCE ON HUMANITY, EDUCATION AND SOCIAL SCIENCE (ICMIBI-HESS 2016), 2016, 62 : 59 - 63