Abstract
Our research pointed out that traditional Data Mining (DM) only construct clusters of consuming products and does not use the relation of consuming products to explore the relation between consumers to develop consuming tribes. So, the social science is not easily for observing any social behavior from result of DM. Our model tend to break through this neck bottle to transform the clusters of mostly bought product to consuming tribes and to find out weak ties, who roams over tribes. And this social phenomenon will bring important information for us, what innovative use of new products will blow a tornado in future.
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References
Agrawal, R., Imielinski, T., Swami, A.N.: Mining association rules between sets of items in large databases. In: SIGMOD 1993, Proceedings of the 1993 ACM SIGMOD International Conference on Management of Data, vol. 2, pp. 207–216. ACM, New York (1993)
Schindler, R.M.: Internet forums as influential sources of consumer information. Journal of Interactive Marketing 15(3), 31–40 (2001)
Cova, B.: Community and consumption: Towards a definition of the “linking value” of product or services. European Journal of Marketing 31(3/4), 297–316 (1997)
Granovetter, M.: The strength of weak ties: a network theory revisited. Sociological Theory 1, 201–233 (1983)
Hanneman, R.A., Riddle, M.: Introduction to Social Network Methods. University of California, Riverside (2005), http://www.faculty.ucr.edu/~hanneman/
Hirschman, E.C.: Innovativeness, novelty seeking and consumer creativity. The Journal of Consumer Research 7(3), 283–295 (1980)
Hong, C.-F.: Qualitative chance discovery: Extracting competitive advantages. Information Sciences 179(11), 1570–1583 (2009)
Ibarra, H.: Network centrality, power, and innovation involvement. Determinants of technical and administrative roles. Academy of Management Journal 36(3), 471–501 (1993)
Moore, G.A.: Crossing the chasm — Marketing and selling technology products to mainstream customers, 10th edn. Harper Collins, New York (1991)
Morrison, P.D., Roberts, J.H., von Hippel, E.: Determinants of user innovation and innovation sharing in a local market. Management Science 46(12), 1513–1527 (2000)
Ohsawa, Y., Nels, E.B., Yachida, M.: KeyGraph: Automatic indexing by co-occurrence graph based on building construction metaphor. In: Proceedings of 5th International Forum on Research and Technology Advances in Digital Libraries, pp. 12–18. IEEE Press, Santa Barbara (1998)
Ohsawa, Y.: Modeling the Process of Chance Discovery. In: Ohsawa, Y., McBurney, P. (eds.), pp. 2–15. Springer, New York (2003)
Price, L.L., Ridgway, N.M.: Use innovativeness, vicarious exploration and purchase exploration: Three facets of consumer varied behavior. In: Proceedings of the 48th Educator’s Conference, pp. 56–60. American Marketing Association, Chicago (1982)
Robertson, T.S.: Innovative behavior and communication. Holt, Rinehart and Winston, Inc., New York (1971)
Rogers, E.M., Shoemaker, F.F.: Communication of innovations: A cross-cultural approach, 2nd edn. Free Press, New York (1971)
Rogers, E.M.: Diffusion of Innovations. Free Press, New York (2003)
Strauss, A.C., Corbin, J.M.: Basics of qualitative research: Techniques and procedures for developing grounded theory, 2nd edn. Sage Publications Inc., Thousand Oaks (1998)
Venkatesh, A., Vitalari, N.P.: Computing technology for the home: Product strategies for the next generation. Journal of Product Innovation Management 3, 171–186 (1986)
von Hippel, E.: Lead Users: A Source of Novel Product Concepts. Management Science 32(7), 791–805 (1986)
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Lin, MH., Hong, CF., Yang, HF., Wang, AL. (2013). Framework of Early Adopters Roaming among Tribes for Discovering Innovative Creation. In: Ohsawa, Y., Abe, A. (eds) Advances in Chance Discovery. Studies in Computational Intelligence, vol 423. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-30114-8_7
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DOI: https://doi.org/10.1007/978-3-642-30114-8_7
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