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User segmentation of online music services using fuzzy clustering

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  • Ozer, Muammer

Abstract

Given the rapid growth of the Internet, companies are trying to take advantage of its offerings, differentiate themselves from their competitors and be more competitive. These objectives can be achieved by providing personalized and enhanced customer service. As different people can use an online service for different reasons, fuzzy clustering can be useful to identify homogenous groups of potential users and to develop customized strategies for each group, thus enabling companies to increase the personalization of their services and to improve their customer service. This study focuses on the online music industry and presents an application of fuzzy clustering. The results show that there exist homogeneous groups among the potential users of an online music service and that there are differences among the groups with respect to their attitudes, interests, and opinions about the service and computers.

Suggested Citation

  • Ozer, Muammer, 2001. "User segmentation of online music services using fuzzy clustering," Omega, Elsevier, vol. 29(2), pages 193-206, April.
  • Handle: RePEc:eee:jomega:v:29:y:2001:i:2:p:193-206
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    1. Eric von Hippel, 1986. "Lead Users: A Source of Novel Product Concepts," Management Science, INFORMS, vol. 32(7), pages 791-805, July.
    2. Teo, Thompson S. H. & Lim, Vivien K. G. & Lai, Raye Y. C., 1999. "Intrinsic and extrinsic motivation in Internet usage," Omega, Elsevier, vol. 27(1), pages 25-37, February.
    3. Solomon, Michael R. & Buchanan, Bruce, 1991. "A role-theoretic approach to product symbolism: Mapping a consumption constellation," Journal of Business Research, Elsevier, vol. 22(2), pages 95-109, March.
    4. Shugan, Steven M, 1980. "The Cost of Thinking," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 7(2), pages 99-111, Se.
    5. Chen, L. -H. & Kao, C. & Kuo, S. & Wang, T. -Y. & Jang, Y. -C., 1996. "Productivity diagnosis via fuzzy clustering and classification: An application to machinery industry," Omega, Elsevier, vol. 24(3), pages 309-319, June.
    6. Paul Klemperer, 1987. "Markets with Consumer Switching Costs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 102(2), pages 375-394.
    7. Chang, Y-H & Yeh, C-H & Cheng, J-H, 1998. "Decision Support for Bus Operations under Uncertainty: a Fuzzy Expert System Approach," Omega, Elsevier, vol. 26(3), pages 367-380, June.
    8. Chen, Liang-Hsuan & Chiou, Tai-Wei, 1999. "A fuzzy credit-rating approach for commercial loans: a Taiwan case," Omega, Elsevier, vol. 27(4), pages 407-419, August.
    9. Steenkamp, Jan-Benedict E. M. & Wedel, Michel, 1993. "Fuzzy clusterwise regression in benefit segmentation: Application and investigation into its validity," Journal of Business Research, Elsevier, vol. 26(3), pages 237-249, March.
    10. Klemperer, Paul D, 1987. "Entry Deterrence in Markets with Consumer Switching Costs," Economic Journal, Royal Economic Society, vol. 97(388a), pages 99-117, Supplemen.
    11. Dickerson, Mary Dee & Gentry, James W, 1983. "Characteristics of Adopters and Non-Adopters of Home Computers," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 10(2), pages 225-235, September.
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    Cited by:

    1. Ozer, Muammer, 2002. "The role of flexibility in online business," Business Horizons, Elsevier, vol. 45(1), pages 61-69.
    2. Bai, Chunguang & Shi, Baofeng & Liu, Feng & Sarkis, Joseph, 2019. "Banking credit worthiness: Evaluating the complex relationships," Omega, Elsevier, vol. 83(C), pages 26-38.
    3. Bughin, Jacques, 2004. ""Attack or convert?": early evidence from European on-line banking," Omega, Elsevier, vol. 32(1), pages 1-7, February.
    4. Liang, Gin-Shuh & Chou, Tsung-Yu & Han, Tzeu-Chen, 2005. "Cluster analysis based on fuzzy equivalence relation," European Journal of Operational Research, Elsevier, vol. 166(1), pages 160-171, October.
    5. Ozer, Muammer, 2005. "Fuzzy c-means clustering and Internet portals: A case study," European Journal of Operational Research, Elsevier, vol. 164(3), pages 696-714, August.
    6. Ozer, Muammer, 2007. "Reducing the demand uncertainties at the fuzzy-front-end of developing new online services," Research Policy, Elsevier, vol. 36(9), pages 1372-1387, November.

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