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Towards a Numerical, Agent-Based, Behaviour Analysis: The Case of Tourism

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Agents and Data Mining Interaction (ADMI 2011)

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Abstract

We discuss who should be in charge of providing data relevant to marketing segmentation for the tourism industry. We review the most commonly found consumer behavioural models and discuss the difficulties of their integration within an information system. They will be oppose to a novel approach in marketing segmentation, based on outgoings analysis. We use agent-modelling techniques, based on cellular automaton rules and stochastic processes to implement our model and generate sales data. We then present our algorithm to identify similarly behaved tourists, showing that the commonly used “nationality” variable for segments discrimination is not efficient. We conclude with some test runs results discussion and possible further research tracks.

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References

  1. Achrol, R.: Evolution of the marketing organization: new forms for turbulent environments. The Journal of Marketing, 77–93 (1991)

    Google Scholar 

  2. Achrol, R., Kotler, P.: Marketing in the network economy. The Journal of Marketing, 146–163 (1999)

    Google Scholar 

  3. Ajzen, I.: The Theory of Planned Behavior. Organizational Behavior and Human Decision Processes 50(2), 179–211 (1991)

    Article  Google Scholar 

  4. Ajzen, I.: Perceived behavioral control, self-efficacy, locus of control, and the theory of planned behavior. Journal of Applied Social Psychology 32(4), 665–683 (2002)

    Article  Google Scholar 

  5. Akerlof, G.A.: The market for “lemons”: Quality uncertainty and the market mechanism. The Quarterly Journal of Economics 84(3), 488–500 (1970)

    Article  Google Scholar 

  6. Alexandre, E., Cuadra, L., Gil-Pita, R.: Sound Classification in Hearing Aids by the Harmony Search Algorithm. In: Geem, Z.W. (ed.) Music-Inspired Harmony Search Algorithm. SCI, vol. 191, pp. 173–188. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  7. Arndt, J.: On making marketing science more scientific: role of orientations, paradigms, metaphors, and puzzle solving. The Journal of Marketing 49(3), 11–23 (1985)

    Article  Google Scholar 

  8. Berry, L., et al.: Relationship marketing. Emerging Perspectives on Services Marketing 66(3), 33–47 (1983)

    Google Scholar 

  9. Bloom, J.: Tourist market segmentation with linear and non-linear techniques. Tourism Management 25, 723–733 (2005)

    Article  Google Scholar 

  10. Bonn, M., Furr, H., Susskind, A.: Using the internet as a pleasure travel planning tool: An examination of the sociodemographic and behavioral characteristics among internet users and non-users. Journal of Hospitality & Tourism Research 22, 303–317 (1998)

    Article  Google Scholar 

  11. Brisson, L., Collard, M.: How to Semantically Enhance a Data Mining Process? In: Filipe, J., Cordeiro, J. (eds.) Enterprise Information Systems. LNBIP, vol. 19, pp. 103–116. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  12. Cavarero, J.L.: Lapage: un modèle et un outil d’aide à la conception de systemes d’information. Ph.D. thesis, Université de Nice-Sophia Antipolis (1979)

    Google Scholar 

  13. Central Intelligence Agency: The world fact (August 2011), https://www.cia.gov/library/publications/the-world-factbook/geos/xx.html

  14. Chattoe-Brown, E.: Just how (un) realistic are evolutionary algorithms as representations of social processes? Journal of Artificial Societies and Social Simulation 1 (1998)

    Google Scholar 

  15. Chiou, J.: Antecedents and moderators of behavioral intention: differences between us and taiwanese students. Genetic, Social, and General Psychology Monographs 126(1), 105–204 (2000)

    Google Scholar 

  16. Cooper, C., Fletcher, J., Gilbert, D., Wanhill, S.: Tourism: Principles and practice. Pitman Publishing (1993)

    Google Scholar 

  17. Cournot, A.: Recherches sur les principes mathématiques de la théorie des richesses (1838)

    Google Scholar 

  18. Davis, J., Eisenhardt, K., Bingham, C.B.: Developing theory through simulation methods. Academy of Management Review 32(2), 480–499 (2007)

    Article  Google Scholar 

  19. Day, G.: Managing market relationships. Journal of the Academy of Marketing Science 28(1), 24 (2000)

    Article  Google Scholar 

  20. Day, G., Deighton, J., Narayandas, D., Gummesson, E., Hunt, S., Prahalad, C., Rust, R., Shugan, S.: Invited commentaries on “evolving to a new dominant logic for marketing”. Journal of Marketing 68(1), 18–27 (2004)

    Article  Google Scholar 

  21. De Cannèire, M.H., De Pelsmacker, P., Geuens, M.: Relationship quality and the theory of planned behavior models of behavioral intentions and purchase behavior. Journal of Business Research 62(1), 82–92 (2009), http://www.sciencedirect.com/science/article/B6V7S-4RS9SP4-1/2/e34703c37f6fdb5db53f1cc0526658a3

    Article  Google Scholar 

  22. Dwyer, F., Schurr, P., Oh, S.: Developing buyer-seller relationships. The Journal of Marketing 51(2), 11–27 (1987)

    Article  Google Scholar 

  23. Fishbein, M., Ajzen, I.: Belief, attitude, intention, and behavior: an introduction to theory and research. Addison-Wesley Pub. Co., Reading (1975)

    Google Scholar 

  24. Foxall, G.: Understanding consumer choice. Palgrave Macmillan (2005)

    Google Scholar 

  25. Gerbaux, F., Marcelpoil, E.: Governance of mountain resorts in france: the nature of the public-private partnership. Revue de Géographie Alpine 94(1), 20–31 (2006), http://www.persee.fr/web/revues/home/prescript/article/rga_0035-1121_2006_num_94_1_2381

    Article  Google Scholar 

  26. Giaglis, G., Klein, S., O’Keefe, R.: The role of intermediaries in electronic marketplaces: developing a contingency model. Information Systems Journal 12(3), 231–246 (2002)

    Article  Google Scholar 

  27. Goodall: How tourists choose their holidays: An analytical framework. In: Marketing in the Tourism Industry: The Promotion of Destination Regions. Groom Helm (1988)

    Google Scholar 

  28. Hammond, J.: Four characterizations of constrained pareto efficiency in continuum economies with widespread externalities. Japanese Economic Review 46(2), 103–124 (1995)

    Article  Google Scholar 

  29. Hunt, S., Day, G., Deighton, J., Narayandas, D., Gummesson, E., Prahalad, C., Rust, R., Shugan, S.: Invited commentaries on “evolving to a new dominant logic for marketing”. Journal of Marketing 68(1), 18–27 (2004)

    Article  Google Scholar 

  30. Kaveh, A., Talatahari, S.: A novel heuristic optimization method: charged system search. Acta Mechanica 213, 267–289 (2010), http://dx.doi.org/10.1007/s00707-009-0270-4 , doi:10.1007/s00707-009-0270-4

    Article  MATH  Google Scholar 

  31. Kotler, P.: A generic concept of marketing. The Journal of Marketing, 46–54 (1972)

    Google Scholar 

  32. Kotler, P.: Marketing Management, 10th edn. Prentice-Hall Inc. (2000)

    Google Scholar 

  33. Kuhn, T.: The structure of scientific revolutions. University of Chicago Press, Chicago (1962)

    Google Scholar 

  34. Cao, L., Gorodetsky, V., Mitkas, P.: Agent mining: The synergy of agents and data mining. IEEE Intelligent Systems 24(3), 64–72 (2009)

    Article  Google Scholar 

  35. Law, R., Mok, H.M.K., Goh, C.: Data Mining in Tourism Demand Analysis: A Retrospective Analysis. In: Alhajj, R., Gao, H., Li, X., Li, J., Zaïane, O.R. (eds.) ADMA 2007. LNCS (LNAI), vol. 4632, pp. 508–515. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  36. Likert, R.: A technique for the measurement of attitudes. Archives of Psychology 22(140), 1–55 (1932)

    Google Scholar 

  37. Lovelock, C., Gummesson, E.: Whither services marketing? Journal of Service Research 7(1), 20 (2004)

    Article  Google Scholar 

  38. Luo, M., Feng, R., Cai, L.A.: Information search behavior and tourist characteristics: The internet vis-à-vis other information sources. Journal of Travel & Tourism Marketing 17, 15–25 (2004)

    Article  Google Scholar 

  39. Lusch, R., Vargo, S.: Service-dominant logic: reactions, reflections and refinements. Marketing Theory 6(3), 281 (2006)

    Article  Google Scholar 

  40. Mansfeld, Y.: From motivation to actual travel. Annals of Tourism Research 19, 399–419 (1992)

    Article  Google Scholar 

  41. Marsaglia, G.: DIEHARD: a battery of tests of randomness (1996), http://stat.fsu.edu/~geo/diehard.html

  42. Maslow, A.H.: Motivation and personality. Harper & Row, London (1987)

    Google Scholar 

  43. Matsumoto, M., Nishimura, T.: Mersenne twister: a 623-dimensionally equidistributed uniform pseudo-random number generator. ACM Trans. Model. Comput. Simul. 8, 3–30 (1998), http://doi.acm.org/10.1145/272991.272995

    Article  MATH  Google Scholar 

  44. Morgan, R., Hunt, S.: The commitment-trust theory of relationship marketing. The Journal of Marketing 58(3), 20–38 (1994)

    Article  Google Scholar 

  45. Moutinho, L.: Trends in tourism. In: Strategic Management in Tourism. CABI Publishing (2000)

    Google Scholar 

  46. Nicholson, W.: Microeconomic Theory: Basic Principles and Extensions, 9th edn. South-Western College Pub. (April 2005)

    Google Scholar 

  47. Oliver, R.: Whence consumer loyalty? The Journal of Marketing 63, 33–44 (1999)

    Article  Google Scholar 

  48. Palmer, A.: Relationship marketing: a universal paradigm or management fad? The Learning Organization 3(3), 18–25 (1996)

    Article  Google Scholar 

  49. Porter, M.: The competitive advantage of nations. MacMillan, London (1991)

    Google Scholar 

  50. Rahim, M.: Managing conflict in organizations. Transaction Pub. (2010)

    Google Scholar 

  51. Reichheld, F., Teal, T.: The Loyalty Effect, the Hidden Force Behind Growth, Profits and Lasting Value. Harvard Business School Press, Cambridge (1996)

    Google Scholar 

  52. Reinartz, W., Kumar, V.: On the profitability of long-life customers in a noncontractual setting: An empirical investigation and implications for marketing. The Journal of Marketing, 17–35 (2000)

    Google Scholar 

  53. Sheth, J., Parvatiyar, A.: The evolution of relationship marketing. International Business Review 4(4), 397–418 (1995)

    Article  Google Scholar 

  54. Shostack, G.: Breaking free from product marketing. The Journal of Marketing, 73–80 (1977)

    Google Scholar 

  55. Smith, A.: An Inquiry into the Nature and Causes of the Wealth of Nations (1776)

    Google Scholar 

  56. Solomon, M.: Consumer Behaviour. Prentice-Hall (1996)

    Google Scholar 

  57. Spence, A.M.: Market signaling: informational transfer in hiring and related screening processes. Harvard University Press, Cambridge (1974)

    Google Scholar 

  58. Stiglitz, J., Greenwald, B.: Externalities in economies with imperfect information and incomplete markets. The Quarterly Journal of Economics 101(2), 229–264 (1986)

    Article  Google Scholar 

  59. Stiglitz, J.E.: Pareto efficient and optimal taxation and the new new welfare economics. National Bureau of Economic Research Working Paper Series No. 2189 (December 1988), http://www.nber.org/papers/w2189

  60. Swarbrooke, J., Horner, S.: Consumer behaviour in tourism. Butterworth-Heinemann, Oxford (1999)

    Google Scholar 

  61. Vargo, S., Lusch, R.: Evolving to a new dominant logic for marketing. Journal of Marketing, 1–17 (2004)

    Google Scholar 

  62. Vargo, S., Lusch, R.: The four service marketing myths. Journal of Service Research 6(4), 324 (2004)

    Article  Google Scholar 

  63. Venugopal, V., Baets, W.: Neural networks and statistical techniques in marketing research: A conceptual comparison. Marketing Intelligence and Planning 12, 30–38 (1994)

    Article  Google Scholar 

  64. Wang, Y., Fesenmaier, D.R.: Towards understanding members’ general participation in and active contribution to an online travel community. Tourism Management 25, 709–722 (2004)

    Article  Google Scholar 

  65. Webster, F.: The changing role of marketing in the corporation. The Journal of Marketing, 1–17 (1992)

    Google Scholar 

  66. Zong, W.G.: Music-Inspired Harmony Search Algorithm Theory and Applications. SCI. Springer, Heidelberg (2009)

    Google Scholar 

  67. Zott, C.: Dynamic capabilities and the emergence of intraindustry differential firm performance: insights from a simulation study. Strategic Management Journal 24(2), 97–125 (2003)

    Article  Google Scholar 

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Corniglion, S., Tournois, N. (2012). Towards a Numerical, Agent-Based, Behaviour Analysis: The Case of Tourism. In: Cao, L., Bazzan, A.L.C., Symeonidis, A.L., Gorodetsky, V.I., Weiss, G., Yu, P.S. (eds) Agents and Data Mining Interaction. ADMI 2011. Lecture Notes in Computer Science(), vol 7103. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-27609-5_6

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  • DOI: https://doi.org/10.1007/978-3-642-27609-5_6

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