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http://dx.doi.org/10.3837/tiis.2014.02.015

Inter-category Map: Building Cognition Network of General Customers through Big Data Mining  

Song, Gil-Young (Department of Computer & Radio Communications, Korea University)
Cheon, Youngjoon (Research Center of Technological Management, Yonsei University)
Lee, Kihwang (The Mining Company, Daumsoft, Inc.)
Park, Kyung Min (School of Buisiness, Yonsei University)
Rim, Hae-Chang (Department of Computer & Radio Communications, Korea University)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.8, no.2, 2014 , pp. 583-600 More about this Journal
Abstract
Social media is considered a valuable platform for gathering and analyzing the collective and subconscious opinions of people in Internet and mobile environments, where they express, explicitly and implicitly, their daily preferences for brands and products. Extracting and tracking the various attitudes and concerns that people express through social media could enable us to categorize brands and decipher individuals' cognitive decision-making structure in their choice of brands. We investigate the cognitive network structure of consumers by building an inter-category map through the mining of big data. In so doing, we create an improved online recommendation model. Building on economic sociology theory, we suggest a framework for revealing collective preference by analyzing the patterns of brand names that users frequently mention in the online public sphere. We expect that our study will be useful for those conducting theoretical research on digital marketing strategies and doing practical work on branding strategies.
Keywords
social media; big data mining; brand choice; inter-category map;
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1 Dobrev, S. D., Kim, T, & Carroll, G. 2003. "Shifting Gears, Shifting Niches: Organizational Inertia and Change in the Evolution of the US Automobile Industry, 1885-1981". Organization Science, vol. 14, no. 3, pp. 264-282.   DOI   ScienceOn
2 Huang, E., Davison, K., Shreve, S., Davis, T., Bettendorf, E., & Nair, A. 2006. "Facing the Challenges of Convergence Media Professionals' Concerns of Working Across Media Platforms". Convergence, vol. 12, no.1, pp. 83-98.
3 Van Alstyne, M., & Brynjolfsson, E. 2005. "Global village or cyber-balkans? Modeling and measuring the integration of electronic communities". Management Science, vol. 51, no. 6, pp. 851-868.   DOI
4 Godart, F. C., & White, H. C. 2010. "Switchings under uncertainty: The coming and becoming of meanings". Poetics, vol. 38, no. 6, pp. 567-586.   DOI   ScienceOn
5 White, H. C., Godart, F. C., & Corona, V. P. 2007. "Mobilizing identities: Uncertainty and control in strategy". Theory, culture & society, vol. 24, no. 7-8, pp. 181-202.   DOI
6 Duh, K., Hirao, T., Kimura, A., Ishiguro, K., Iwata, T., & Yeung, C. M. A. 2012. May. "Creating Stories: Social Curation of Twitter Messages". In ICWSM.
7 Kim, T. Y., Oh, H., & Swaminathan, A. 2006. "Framing interorganizational network change: A network inertia perspective". Academy of Management Review, vol. 31, no. 3, pp. 704-720.   DOI   ScienceOn
8 Park, H, Friston, K. 2013. "Structural and functional brain networks: from connections to cognition". Science, vol. 342, no. 6158.
9 Bhaskarabhatia, A. & Klepper, S. 2014. "Latent submarket dynamics and industry evolution: Lessons from the US laser industry", Industrial and Corporate Change, vol. 23, no. 1.
10 Barnett, W. Feng, M. & Luo, X. 2013. "Social identity, market memory and first mover advantage", Industrial and corporate change, vol. 22, No. 3, pp. 585-615.   DOI   ScienceOn
11 Negro, G. Hsu, G. & Kocak, O. 2010. "Research on categories in the sociology of organizations", Research in the Sociology of Organizations, vol. 31, pp. 3-35.   DOI
12 Carroll, G. Feng, M. Le Mens, G. Mckendrick, D. 2010. "Organizational evolution with fuzzy technological formats: Tape drive producers in the world market, 1951-1998", Research in Sociology of Organizations, vol. 31, pp. 203-233.   DOI
13 G. Salton, A. Wong, C. S. Yang. 1975. "A vector space model for automatic indexing", Communications of the ACM, vol.18 no. 11, pp. 613-620.   DOI   ScienceOn
14 Roth, M. S., & Romeo, J. B. 1992. "Matching Product Category and Country Image Perceptions: A Framework for Managing Country-Of-Origin Effects", Journal of International Business Studies, vol. 23, pp. 477-497.   DOI   ScienceOn
15 Tan, Pang-Ning, Steinbach, Michael, and Kumar, Vipin. 2005. Introduction to data mining, Addison-Wesley.
16 Tilly, C. 1998, Durable Inequality, University of California press, Berkeley and Los Angeles, California.
17 DelVecchio, D., & Smith, D. C. 2005. "Brand-extension price premiums: the effects of perceived fit and extension product category risk", Journal of the Academy of Marketing Science, vol. 33, no. 2, pp. 184-196.   DOI   ScienceOn
18 Koçak, Ö., Hannan, M. T., & Hsu, G. 2009. Audience structure and category systems in markets. In Organizational Ecology Workshop, Verona.
19 Burt, R. S., & Talmud, I. 1993. "Market niche". Social Networks, vol. 15, no. 2, pp. 133-149.   DOI   ScienceOn
20 Phillips, D. J., & Zuckerman, E. W. 2001. "Middle‐Status Conformity: Theoretical Restatement and Empirical Demonstration in Two Markets". American Journal of Sociology, vol. 107, no. 2, pp. 379-429.   DOI   ScienceOn
21 Pontikes, E. G. 2012. "Two Sides of the Same Coin How Ambiguous Classification Affects Multiple Audiences' Evaluations". Administrative Science Quarterly, vol 57, no.1, pp. 81-118.   DOI
22 Kim, B. & Jensen, M. 2011. "How Product order affects Market identity: Repertoire ordering in the U.S. Opera Market", Administrative Science Quarterly, vol. 56, no. 2, pp. 238-256.   DOI
23 Hannan, M. T., Polos, L., & Carroll, G. R. 2007. Logics of organization theory: Audiences, codes, and ecologies. Princeton University Press.
24 G. Hsu, 2006. "Evaluative schemas and the attention of critics in the US film industry". Industrial and Corporate Change, vol. 15, no. 3, pp. 467-496.   DOI   ScienceOn
25 Simmel, G. 1950. "The Triad", Kurt H. Wolff (eds), The Sociology of Georg Simmel, New York: Free Press, pp. 45-169.
26 Han, J. 2004. "Network Across Markets and Ecology of Organization: Dynamics of Manufacturing Firms in Korea, 1981-1999", Korean Journal of Sociology, vol. 38, no. 4, pp. 187-214.
27 Rao, H., Monin, P. and Durand, R. 2005. "Border Crossing: Bricolage and the erosion of categorical boundaries in French gastronomy", American Sociological Review, vol. 70, no. 6, pp. 968-991.   DOI   ScienceOn
28 Soh, C., Markus, M.L., and Goh, K.H. 2006. "Electronic Marketplace and Price transparency: Strategy, Information Technology and Success", MIS Quarterly, vol. 30, no.3, pp. 705-724.
29 Von Hippel, E, 1994. "Sticky Information and Locus of problem solving: Implication for Innovation", Management Science, vol. 40, no. 4, pp. 429-439.   DOI   ScienceOn
30 Von Hippel, E. 1994. "Lead Users, A source of novel product concepts", Management Science, vol. 32, no. 7, pp. 791-805.
31 Von Krogh, G. and Von Hippel, E. 2006. "The promise of Research on Open Source Software", Management Science, vol. 52, no. 7, pp. 975-983.   DOI   ScienceOn
32 Weber, M. 1947. "Sociological Categories of Economic Action", Talcott Parsons (eds.), The theory of social and economic organization, NY: Free press, pp. 158-323.
33 Wellman, B. 1988. "Structural Analysis: From method and Metaphor to Theory and Substance", Barry Wellman and Berkowitz (eds). Social Structures: A network approach, NY, Cambridge University Press, pp. 19-61
34 Weick, K.E. 1995. "Sensemaking in organizations", Thousand Oaks, CA: Sage Publication.
35 White, H.C. 1993. "Markets in Production Networks", Richard Swedberg (eds.), Explorations in Economic Sociology, New York: Russell Sage Foundation, pp. 161-175.
36 Kaplan A. M., Haenlein, M. 2010. "Users of the world, unite! The challenges and opportunities of social media", Business Horizons, vol. 53, no. 1, p. 59-68.   DOI   ScienceOn
37 Dimaggio, P.J. 1991. "Constructing an organizational field as a professional project: U.S. Art museums, 1920-1940." W.W. Powell and P.J. Dimaggio (eds.), The New Institutionalism in organizational analysis: 267-292. Chicago: University of Chicago press.
38 H. Kietzmann, Jan & Kristopher Hermkens. 2011. "Social media? Get serious! Understanding the functional building blocks of social media", Business Horizons, vol. 54, no. 3, pp. 241-251.   DOI   ScienceOn
39 Feldman, R., and Sanger, J. 2006. The Text Mining Handbook. New York: Cambridge University Press.
40 Kao, A., and Poteet, S. (eds). 2006, Natural Language Processing and Text Mining. Springer.
41 Faulkner, R.R. 1983. Music on Demand: Composers and Careers in the Hollywood film industry, New Brunswick, NJ: Transaction Books.
42 Fligstein, N. 2002. "Social Skill and the theory of fields", Sociological Theory, vol. 19, no. 2, pp. 105-125.
43 Goldenberg, J. Han, S. Lehmann, D. and Hong, J. 2009. "The Role of Hubs in the Adoption Process", Journal of Marketing, vol. 73, no. 2, pp. 1-13.
44 Glynn, M.A. and Lounsbury, M. 2005. "From the critics' corner: Logic blending, discursive change and authenticity in a cultural production system", Journal of Management Studies, vol. 42, no. 5, pp. 1031-1055.   DOI   ScienceOn
45 Hsu, G. and Hannan, M. 2005, "Identity, Genre and Organizational Form", Organization Science, vol. 16, no. 5, pp. 474-490.   DOI   ScienceOn
46 Hirsch, P.M. 1972. "Processing fads and fashions: An Organizational set analysis of cultural industry systems", American Journal of Sociology, vol. 77, no. 4, pp. 639-659.   DOI   ScienceOn
47 Lounsbury, M. 2001. "Institutional sources of practice variation: Staffing college and university recycling", Administrative Science Quarterly, vol. 46, no. 1, pp. 29-56.   DOI   ScienceOn
48 Lounsbury, M. and Glynn, M. 2001. "Cultural entrepreneurship: Stories, legitimacy, and the acquisition of resources", Strategic Management Journal, vol. 22, no. 6-7, pp. 545-564.   DOI   ScienceOn
49 Pallis, D. Zeinalipour, M. D. Dikaiakos, 2011, "Online Social Networks: Status and Trends", Web Data Management Trails, editors L. Jain and A. Vakali, Springer.
50 Obstfeld, D. 2005, "Social networks, the tertius iungens orientation, and involvement in innovation", Administrative Science Quarterly, vol. 50, no. 1, pp. 100-130.
51 Podolny, J. 1993. "A status based model of market competition", American Journal of Sociology, vol. 98, no. 4, pp. 829-872.   DOI   ScienceOn
52 Polos, L. and Hannan, M.T. 2002, "Reasoning with partial knowledge", Sociological Methodology, vol. 32, no. 1, pp. 133-181.   DOI   ScienceOn
53 Abolafia, M.Y. 1984. "Structured Anarchy: Formal Organization in the commodities futures markets", Adler, P. and Adler, P. (eds). The Social dynamics of Financial Markets Greenwich, CT: JAI Press, pp. 129-152.
54 Aral, S. Walker, D. 2011, "Creating social contagion through viral product design: A randomized trial of peer influence in networks", Management Science, vol. 57, no. 9, pp. 1623-1639.   DOI   ScienceOn
55 Bradach, J.L. and Eccles, R.G. 1989. "Price, Authority, and Trust: From ideal types to plural forms", Annual Review of Sociology, vol. 15, pp. 97-118.   DOI   ScienceOn
56 Burt, R, 1992. Structural holes: The social structure of competition, Cambridge, MA: Harvard University Press.
57 Burt, R. 2000. "The network structure of social capital", Research in Organizational Behavior, vol. 22, pp. 345-423, New York: Elsvier, JAI Press.
58 Coleman, J.S. 1984. "Introducing social structure into economic analysis", American Economic Review, vol. 74, Papers and proceedings, pp. 84-88.
59 Dellarocas, C. 2003. "The digitization of Word of Mouth: Promise and challenges of online reputation", Management Science, vol. 49, no. 10, pp. 1407-1424.   DOI   ScienceOn
60 George, G. & Bock, A. J. 2011. "The Business Model in practice and its implication for entreprenuership research", Entrepreneurship theory and practice, vol. 35, no. 1, pp. 83-111.   DOI   ScienceOn
61 Negro, G., Hannan, M. T., & Rao, H. 2011. "Category reinterpretation and defection: Modernism and tradition in Italian winemaking", Organization Science, vol. 22, no. 6, pp. 1449-1463.   DOI
62 Granovettor, M. 1985. "Economic Action and Social structure: The problem of embeddedness", American Journal of Sociology, vol. 91, no. 3, pp. 481-510.   DOI   ScienceOn