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Volumn 22, Issue 5, 2005, Pages 265-278

Strategies for preventing defection based on the mean time to defection and their implementations on a self-organizing map

Author keywords

Customer defection; Customer relationship management; Data mining; Defection prevention; Self organizing map; Stationary Markov process

Indexed keywords

DATA MINING; DECISION THEORY; ELECTRONIC COMMERCE; INDUSTRIAL MANAGEMENT; MATHEMATICAL MODELS; MULTILAYER NEURAL NETWORKS; ONLINE SYSTEMS; TREES (MATHEMATICS);

EID: 33745198468     PISSN: 02664720     EISSN: 14680394     Source Type: Journal    
DOI: 10.1111/j.1468-0394.2005.00317.x     Document Type: Article
Times cited : (6)

References (41)
  • 1
    • 0032715981 scopus 로고    scopus 로고
    • Process monitoring and modeling using the self-organizing map
    • ALHONIEMI, E., J. HOLLMEN, O. SIMULA and J. VESANTO (1999) Process monitoring and modeling using the self-organizing map, Integrated CAE, 6 (1), 3-14.
    • (1999) Integrated CAE , vol.6 , Issue.1 , pp. 3-14
    • Alhoniemi, E.1    Hollmen, J.2    Simula, O.3    Vesanto, J.4
  • 2
    • 0028496468 scopus 로고
    • Learning Boolean concepts in the presence of many irrelevant features
    • ALMUALLIM, H. and T.G. DIETTERICH (1994) Learning Boolean concepts in the presence of many irrelevant features, Artificial Intelligence, 69, 279-306.
    • (1994) Artificial Intelligence , vol.69 , pp. 279-306
    • Almuallim, H.1    Dietterich, T.G.2
  • 3
    • 0034164919 scopus 로고    scopus 로고
    • Analysis of navigation behavior in websites integrating multiple information systems
    • BERENDT, B. and M. SPILIOPOULOU (2000) Analysis of navigation behavior in websites integrating multiple information systems, VLDB Journal, 9, 56-75.
    • (2000) VLDB Journal , vol.9 , pp. 56-75
    • Berendt, B.1    Spiliopoulou, M.2
  • 4
    • 0002626084 scopus 로고    scopus 로고
    • Customer lifetime value: Marketing models and applications
    • BERGER, P.D. and N.I. NASR (1998) Customer lifetime value: marketing models and applications, Journal of Interactive Marketing, 12 (1), 17-29.
    • (1998) Journal of Interactive Marketing , vol.12 , Issue.1 , pp. 17-29
    • Berger, P.D.1    Nasr, N.I.2
  • 6
    • 0030194591 scopus 로고    scopus 로고
    • Managing marketing by the customer equity test
    • July-August
    • BLATTBERG, R.C. and J. DEIGHTON (1996) Managing marketing by the customer equity test, Harvard Business Review, July-August, 136-144.
    • (1996) Harvard Business Review , pp. 136-144
    • Blattberg, R.C.1    Deighton, J.2
  • 7
    • 33745183696 scopus 로고    scopus 로고
    • Combating customer churn
    • BORNA, C. (2000) Combating customer churn, Telecommunications, 34 (3), 83-86.
    • (2000) Telecommunications , vol.34 , Issue.3 , pp. 83-86
    • Borna, C.1
  • 9
    • 0033640651 scopus 로고    scopus 로고
    • A novel normalization technique for unsupervised learning in ANN
    • CHAKRABORTY, G. and B. KRABORTY (2000) A novel normalization technique for unsupervised learning in ANN, IEEE Transactions on Neural Networks, 11 (1), 253-257.
    • (2000) IEEE Transactions on Neural Networks , vol.11 , Issue.1 , pp. 253-257
    • Chakraborty, G.1    Kraborty, B.2
  • 12
  • 14
    • 0001790815 scopus 로고
    • Knowledge discovery in database: An overview
    • G. Piatesky-Shapiro and W.J. Frawley (eds), Cambridge, MA: AAAI/MIT Press
    • FRAWLEY, W., G. PIATETSKY-SHAPIRO and C.J. MATHEUS (1991) Knowledge discovery in database: an overview, in Knowledge Discovery in Database, G. Piatesky-Shapiro and W.J. Frawley (eds), Cambridge, MA: AAAI/MIT Press, 1-30.
    • (1991) Knowledge Discovery in Database , pp. 1-30
    • Frawley, W.1    Piatetsky-Shapiro, G.2    Matheus, C.J.3
  • 15
    • 0036712903 scopus 로고    scopus 로고
    • Customer's time-variant purchase behavior and corresponding marketing strategies: An online retailer's case
    • HA, S.H., S.M. BAE and S.C. PARK (2002) Customer's time-variant purchase behavior and corresponding marketing strategies: an online retailer's case, Computers and Industrial Engineering, 43, 801-820.
    • (2002) Computers and Industrial Engineering , vol.43 , pp. 801-820
    • Ha, S.H.1    Bae, S.M.2    Park, S.C.3
  • 18
    • 0347592341 scopus 로고    scopus 로고
    • An LTV model and customer segmentation based on customer value: A case study on the wireless telecommunication industry
    • HWANG, H., T. JUNG and E. SUH (2004) An LTV model and customer segmentation based on customer value: a case study on the wireless telecommunication industry, Expert Systems with Applications, 26, 181-188.
    • (2004) Expert Systems with Applications , vol.26 , pp. 181-188
    • Hwang, H.1    Jung, T.2    Suh, E.3
  • 19
    • 2942587224 scopus 로고    scopus 로고
    • Joint optimization of customer segmentation and marketing policy to maximize long-term profitability
    • JONKER, J.J., N. PIERSMAN and D.V. POEL (2004) Joint optimization of customer segmentation and marketing policy to maximize long-term profitability, Expert Systems with Applications, 27 (2), 159-168.
    • (2004) Expert Systems with Applications , vol.27 , Issue.2 , pp. 159-168
    • Jonker, J.J.1    Piersman, N.2    Poel, D.V.3
  • 20
    • 0027002164 scopus 로고
    • The feature selection problem: Traditional methods and a new algorithm
    • Stanford, CA: AAAI Press
    • KIRA, K. and L.A. RENDELL (1992) The feature selection problem: traditional methods and a new algorithm, Proceedings AAAI-92, Stanford, CA: AAAI Press, 129-134.
    • (1992) Proceedings AAAI-92 , pp. 129-134
    • Kira, K.1    Rendell, L.A.2
  • 21
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • KOHAVI, R. and G.H. JOHN (1997) Wrappers for feature subset selection, Artificial Intelligence, 97, 273-324.
    • (1997) Artificial Intelligence , vol.97 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 22
    • 0025489075 scopus 로고
    • The self-organizing map
    • KOHONEN, T. (1990) The self-organizing map, Proceedings of the IEEE, 78 (9), 1464-1480.
    • (1990) Proceedings of the IEEE , vol.78 , Issue.9 , pp. 1464-1480
    • Kohonen, T.1
  • 25
    • 0034187076 scopus 로고    scopus 로고
    • Predicting subscriber dissatisfaction and improving retention in the wireless telecommunications industry
    • MOZER, M.C., R. WOLNIEWICZ, D.B. GRIMES, E. JOHNSON and H. KAUSHANSKY (2000) Predicting subscriber dissatisfaction and improving retention in the wireless telecommunications industry, IEEE Transactions on Neural Networks, 11 (3), 690-696.
    • (2000) IEEE Transactions on Neural Networks , vol.11 , Issue.3 , pp. 690-696
    • Mozer, M.C.1    Wolniewicz, R.2    Grimes, D.B.3    Johnson, E.4    Kaushansky, H.5
  • 26
    • 0034458530 scopus 로고    scopus 로고
    • Customer retention via data mining
    • NG, K. and H. LIU (2000) Customer retention via data mining, Artificial Intelligence Review, 14(6), 569-590.
    • (2000) Artificial Intelligence Review , vol.14 , Issue.6 , pp. 569-590
    • Ng, K.1    Liu, H.2
  • 27
    • 33745204087 scopus 로고    scopus 로고
    • New approaches of process visualization and analysis in power plants
    • Helsinki: Kyushu Institute of Technology
    • OTTE, R. and K. GOSER (1997) New approaches of process visualization and analysis in power plants, Proceedings of WSOM '97, Workshop on Self-Organizing Maps, Helsinki: Kyushu Institute of Technology, 44-50.
    • (1997) Proceedings of WSOM '97, Workshop on Self-Organizing Maps , pp. 44-50
    • Otte, R.1    Goser, K.2
  • 28
  • 31
    • 0002433581 scopus 로고    scopus 로고
    • Learning from customer defections
    • March-April
    • REICHHELD, F.F. (1996) Learning from customer defections, Harvard Business Review, March-April, 56-69.
    • (1996) Harvard Business Review , pp. 56-69
    • Reichheld, F.F.1
  • 32
    • 0242625269 scopus 로고    scopus 로고
    • Customer lifetime value modeling and its use for customer retention planning
    • Edmonton, Alberta: Association for Computing Machinery
    • ROSSET, S., E. NEUMANN, U. EICK, N. VATNIK and Y. IDAN (2002) Customer lifetime value modeling and its use for customer retention planning, SIGKDD '02, Edmonton, Alberta: Association for Computing Machinery.
    • (2002) SIGKDD '02
    • Rosset, S.1    Neumann, E.2    Eick, U.3    Vatnik, N.4    Idan, Y.5
  • 35
    • 0037408569 scopus 로고    scopus 로고
    • Web page clustering using a self-organizing map of user navigation patterns
    • SMITH, K.A. and A. NG (2003) Web page clustering using a self-organizing map of user navigation patterns, Decision Support Systems, 35, 245-256.
    • (2003) Decision Support Systems , vol.35 , pp. 245-256
    • Smith, K.A.1    Ng, A.2
  • 36
    • 0033748604 scopus 로고    scopus 로고
    • An analysis of customer retention and insurance claim patterns using data mining: A case study
    • SMITH, K.A., R.J. WILLIS and M. BROOKS (2000) An analysis of customer retention and insurance claim patterns using data mining: a case study, Journal of the Operational Research Society, 51, 532-541.
    • (2000) Journal of the Operational Research Society , vol.51 , pp. 532-541
    • Smith, K.A.1    Willis, R.J.2    Brooks, M.3
  • 37
    • 0035476841 scopus 로고    scopus 로고
    • Mining the change of customer behavior in an Internet shopping mall
    • SONG, H.S., J.K. KIM and S.H. KIM (2001) Mining the change of customer behavior in an Internet shopping mall, Expert Systems with Applications, 21 (3), 157-168.
    • (2001) Expert Systems with Applications , vol.21 , Issue.3 , pp. 157-168
    • Song, H.S.1    Kim, J.K.2    Kim, S.H.3
  • 38
    • 84986021483 scopus 로고    scopus 로고
    • Developing a model of customer defection in the Australian banking industry
    • TRUBIK, E. and M. SMITH (2000) Developing a model of customer defection in the Australian banking industry, Managerial Auditing Journal, 15(5), 199-208.
    • (2000) Managerial Auditing Journal , vol.15 , Issue.5 , pp. 199-208
    • Trubik, E.1    Smith, M.2
  • 39
    • 0036696364 scopus 로고    scopus 로고
    • Turning telecommunications call details to churn prediction
    • WEI, C.P. and I.T. CHIU (2002) Turning telecommunications call details to churn prediction, Expert Systems with Applications, 23 (2), 103-112.
    • (2002) Expert Systems with Applications , vol.23 , Issue.2 , pp. 103-112
    • Wei, C.P.1    Chiu, I.T.2
  • 41
    • 23044525420 scopus 로고    scopus 로고
    • Modelling the effect of premium changes on motor insurance customer retention rates using neural networks
    • YEO, A.C., K.A. SMITH, R.J. WILLIS and M. BROOKS (2001) Modelling the effect of premium changes on motor insurance customer retention rates using neural networks, Lecture Notes in Computer Science, 2074, 390-399.
    • (2001) Lecture Notes in Computer Science , vol.2074 , pp. 390-399
    • Yeo, A.C.1    Smith, K.A.2    Willis, R.J.3    Brooks, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.