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Hybrid Unsupervised Exploratory Plots: A Case Study of Analysing Foreign Direct Investment

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  • Álvaro Herrero
  • Alfredo Jiménez
  • Secil Bayraktar

Abstract

The curse of dimensionality has been an open issue for many years and still is, as finding nonobvious and previously unknown patterns in ever-increasing amounts of high-dimensional data is not an easy task. Advancing in descriptive data analysis, the present paper proposes Hybrid Unsupervised Exploratory Plots (HUEPs) as a new visualization technique to combine the outputs of Exploratory Projection Pursuit and Clustering methods in a novel and informative way. As a case study, HUEPs are validated in a real-world context for analysing the internationalization strategy of companies, by taking into account bilateral distance between home and host countries. As a multifaceted concept, distance encompasses multiple dimensions. Together with data from both the countries and the companies, various psychic distances are analysed by means of HUEPs, to gain deep knowledge of the internationalization strategy of large Spanish companies. Informative visualizations are obtained from the analysed dataset, leading to useful business implications and decision making.

Suggested Citation

  • Álvaro Herrero & Alfredo Jiménez & Secil Bayraktar, 2019. "Hybrid Unsupervised Exploratory Plots: A Case Study of Analysing Foreign Direct Investment," Complexity, Hindawi, vol. 2019, pages 1-14, June.
    • Handle: RePEc:hin:complx:6271017
    DOI: 10.1155/2019/6271017
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    1. Srilata Zaheer & Margaret Spring Schomaker & Lilach Nachum, 2012. "Distance without direction: Restoring credibility to a much-loved construct," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(1), pages 18-27, January.
    2. Andrew Delios & Witold J. Henisz, 2003. "Political hazards, experience, and sequential entry strategies: the international expansion of Japanese firms, 1980–1998," Strategic Management Journal, Wiley Blackwell, vol. 24(11), pages 1153-1164, November.
    3. Jiménez, Alfredo & Luis-Rico, Isabel & Benito-Osorio, Diana, 2014. "The influence of political risk on the scope of internationalization of regulated companies: Insights from a Spanish sample," Journal of World Business, Elsevier, vol. 49(3), pages 301-311.
    4. Oded Shenkar, 2001. "Cultural Distance Revisited: Towards a More Rigorous Conceptualization and Measurement of Cultural Differences," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 32(3), pages 519-535, September.
    5. Guy L. F. Holburn & Bennet A. Zelner, 2010. "Political capabilities, policy risk, and international investment strategy: evidence from the global electric power generation industry," Strategic Management Journal, Wiley Blackwell, vol. 31(12), pages 1290-1315, December.
    6. Yannis Yatracos, 2013. "Detecting Clusters in the Data from Variance Decompositions of Its Projections," Journal of Classification, Springer;The Classification Society, vol. 30(1), pages 30-55, April.
    7. Lawton, Thomas & Rajwani, Tazeeb & Doh, Jonathan, 2013. "The antecedents of political capabilities: A study of ownership, cross-border activity and organization at legacy airlines in a deregulatory context," International Business Review, Elsevier, vol. 22(1), pages 228-242.
    8. Jan Johanson & Jan-Erik Vahlne, 1977. "The Internationalization Process of the Firm—A Model of Knowledge Development and Increasing Foreign Market Commitments," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 8(1), pages 23-32, March.
    9. Bruce Kogut & Harbir Singh, 1988. "The Effect of National Culture on the Choice of Entry Mode," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(3), pages 411-432, September.
    10. Jiménez, Alfredo & Benito-Osorio, Diana & Puck, Jonas & Klopf, Patricia, 2018. "The multi-faceted role of experience dealing with policy risk: The impact of intensity and diversity of experiences," International Business Review, Elsevier, vol. 27(1), pages 102-112.
    11. Bradley L Kirkman & Kevin B Lowe & Cristina B Gibson, 2006. "A quarter century of Culture's Consequences: a review of empirical research incorporating Hofstede's cultural values framework," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(3), pages 285-320, May.
    12. Rosalie L Tung & Alain Verbeke, 2010. "Beyond Hofstede and GLOBE: Improving the quality of cross-cultural research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(8), pages 1259-1274, October.
    13. Alfredo Jiménez & David Fuente, 2016. "Learning from Others: the Impact of Vicarious Experience on the Psychic Distance and FDI Relationship," Management International Review, Springer, vol. 56(5), pages 633-664, October.
    14. Li, Baibing & Martin, Elaine B. & Morris, A. Julian, 2002. "On principal component analysis in L1," Computational Statistics & Data Analysis, Elsevier, vol. 40(3), pages 471-474, September.
    15. Vichi, Maurizio & Kiers, Henk A. L., 2001. "Factorial k-means analysis for two-way data," Computational Statistics & Data Analysis, Elsevier, vol. 37(1), pages 49-64, July.
    16. Heather Berry & Mauro F Guillén & Nan Zhou, 2010. "An institutional approach to cross-national distance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(9), pages 1460-1480, December.
    17. Tarpey, Thaddeus, 2007. "Linear Transformations and the k-Means Clustering Algorithm: Applications to Clustering Curves," The American Statistician, American Statistical Association, vol. 61, pages 34-40, February.
    18. Klaus E Meyer & Evis Sinani, 2009. "When and where does foreign direct investment generate positive spillovers? A meta-analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1075-1094, September.
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