A Classification Based Model to Assess Customer Behavior in Banking Sector

被引:0
|
作者
Rahman, Abdur [1 ]
Khan, Muhammad Naeem Ahmed [1 ]
机构
[1] Shaheed Zulfikar Ali Bhutto Inst Sci & Technol, Dept Comp Sci, Islamabad, Pakistan
关键词
customer; relationship; management; profitability; behavior; data mining; prediction;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A customer relationship management system is used to manage company relationships with current and possible customers. Following a thorough review of contemporary literature, different data mining techniques employed in different types of business, corporate sectors and organizations are analyzed. A model that would be helpful to identify customers' behavior in the banking sector is then proposed. Three classifiers, k-NN, decision tree and artificial neural networks are used to predict customer behavior and are assessed in order to determine which classifier performs better for predicting customer behavior in the banking sector.
引用
收藏
页码:2949 / 2953
页数:5
相关论文
共 50 条
  • [21] Customer Satisfaction in the Banking Sector : The Case of North Cyprus
    Ozatac, Nesrin
    Saner, Tulen
    Sen, Zeynep Suzmen
    3RD GLOBAL CONFERENCE ON BUSINESS, ECONOMICS, MANAGEMENT AND TOURISM, 2016, 39 : 870 - 878
  • [22] The Level of Customer Satisfaction of Commercial Banking Sector in Cambodia
    Chhean, Chhon Kim
    Chemsripong, Sujinda
    Mahmood, Amir
    ADVANCED SCIENCE LETTERS, 2018, 24 (05) : 3374 - 3377
  • [23] NEW APPROACHES IN THE BANKING SECTOR TO COMMUNICATE WITH CUSTOMER SEGMENTS
    Petru, Nadezda
    Marketing Identity: Digital Life, Pt II, 2015, : 190 - 205
  • [24] Determinants of customer loyalty in the banking sector: The case of Pakistan
    Afsar, Bilal
    Rehman, Zia Ur
    Qureshi, Jaweria Andleeb
    Shahjehan, Asad
    AFRICAN JOURNAL OF BUSINESS MANAGEMENT, 2010, 4 (06): : 1040 - 1047
  • [25] A Novel Distributed Software Architecture for Managing Customer Behavior Data: A Case Study in Banking Sector
    Kargili, Ozer Batu
    Arik, Ahmet Okan
    Bekler, Merve
    Kose, Osman Uygar
    Aktas, Mehmet S.
    2021 21ST INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ITS APPLICATIONS ICCSA 2021, 2021, : 211 - 217
  • [26] Assessment of behavior-based performance in banking and insurance sector
    Habeeb, Shaad
    INTERNATIONAL JOURNAL OF PRODUCTIVITY AND PERFORMANCE MANAGEMENT, 2020, 69 (07) : 1345 - 1371
  • [27] The Role of Trust and Technology Acceptance Model(TAM) on Customer Acceptance of Mobile Banking: An Integrated Model to Improve Mobile Banking in Banking Sector-A Conceptual Paper
    Srivastava, R. K.
    Singh, Sindhu
    Srivastava, Vivek
    INTERNATIONAL JOURNAL OF ASIAN BUSINESS AND INFORMATION MANAGEMENT, 2013, 4 (01) : 31 - 43
  • [28] Analyzing the applications of customer lifetime value (CLV) based on benefit segmentation for the banking sector
    Kahreh, Mohammad Safari
    Tive, Mohammad
    Babania, Asghar
    Hesan, Mostafa
    2ND WORLD CONFERENCE ON BUSINESS, ECONOMICS AND MANAGEMENT, 2014, 109 : 590 - 594
  • [29] The impact of salesperson transformational leadership behavior on customer relationship marketing behavior A study of the Sri Lankan corporate banking sector
    Jayakody, J. A. S. K.
    Sanjeewani, W. M. A.
    INTERNATIONAL JOURNAL OF BANK MARKETING, 2006, 24 (07) : 461 - 474
  • [30] Banking sector reforms and customer switching intentions: evidence from the Ghanaian banking industry
    Bright Senanu
    Bedman Narteh
    Journal of Financial Services Marketing, 2023, 28 : 15 - 29