Evaluating Marketing Campaigns of Banking Using Neural Networks

被引:0
|
作者
Al-Shayea, Qeethara Kadhim [1 ]
机构
[1] Al Zaytoonah Univ Jordan, Dept Management Informat Syst, Amman, Jordan
关键词
Bank marketing; Banking advertisment; Business intelligence; Artificial neural networks and Feed-forward back propagation network;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Marketing campaigns of banking institutions is vital in all banks. The marketing campaigns were based on phone calls. Phone calls have an important influence in the behavior of customers. This paper proposed neural network to evaluate the bank marketing. This assessment will highlight the importance of marketing in the banks and thus the importance of phone calls. A feed-forward back propagation neural network with tan-sigmoid transfer functions is used in this paper to predict if the customer subscribes the deposit. The data set is obtained from UCI machine learning repository. The results of applying the proposed neural network methodology to predict subscribe based upon selected phone calls parameters show abilities of the network to learn the patterns corresponding to customer subscribes the deposit. The percent correctly classified in the simulation sample by the proposed neural network is 90 percent.
引用
收藏
页码:759 / 761
页数:3
相关论文
共 50 条
  • [21] Campaigns and Political Marketing
    Errington, Wayne
    AUSTRALIAN JOURNAL OF POLITICAL SCIENCE, 2009, 44 (04) : 759 - 760
  • [22] Assigning discounts in a marketing campaign by using reinforcement learning and neural networks
    Gomez-Perez, Gabriel
    Martin-Guerrero, Jose D.
    Soria-Olivas, Emilio
    Balaguer-Ballester, Emili
    Palomares, Alberto
    Casariego, Nicolas
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) : 8022 - 8031
  • [23] Using deep neural networks with heterogeneous chemical data to support phenotypic assay campaigns
    de Leon, Antonio de la Vega
    Gillet, Val
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2017, 254
  • [24] Quantitative assessment of energy conservation due to public awareness campaigns using neural networks
    Mahmoud, Mohamed A.
    Alajmi, Ali F.
    APPLIED ENERGY, 2010, 87 (01) : 220 - 228
  • [25] Evaluating of traumatic brain injuries using artificial neural networks
    Guler, Inan
    Gokcil, Zeki
    Gulbandilar, Eyyup
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (07) : 10424 - 10427
  • [26] Modelling and evaluating service quality measurement using neural networks
    Behara, RS
    Fisher, WW
    Lemmink, JGAM
    INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT, 2002, 22 (9-10) : 1162 - 1185
  • [27] Evaluating convective heat transfer coefficients using neural networks
    Jambunathan, K
    Hartle, SL
    AshforthFrost, S
    Fontama, VN
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 1996, 39 (11) : 2329 - 2332
  • [28] Evaluating the role of social marketing campaigns to prevent youth gambling problems - A qualitative study
    Messerlian, Carmen
    Derevensky, Jeffrey
    CANADIAN JOURNAL OF PUBLIC HEALTH-REVUE CANADIENNE DE SANTE PUBLIQUE, 2007, 98 (02): : 101 - 104
  • [29] Evaluating the Role of Social Marketing Campaigns to Prevent Youth Gambling ProblemsA Qualitative Study
    Carmen Messerlian
    Jeffrey Derevensky
    Canadian Journal of Public Health, 2007, 98 : 101 - 104
  • [30] Explaining and evaluating the implementation of organizational relationship marketing in the banking industry: Clients' perception
    Ricard, L
    Perrien, J
    JOURNAL OF BUSINESS RESEARCH, 1999, 45 (02) : 199 - 209