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Assessment of the Development of the European Oecd Countries with the Application of Linear Ordering and Ensemble Clustering of Symbolic Data

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  • Pełka Marcin

    (Wrocław University of Economics, Faculty of Economics, Management and Tourism, Department of Econometrics and Computer Sciences)

Abstract

The research background of the paper covers the development of a country, that can be measured in various ways. Simple indicators, like GDP and also complex indicators such as HDI (human development index), can be used to measure country development. However, usually countries are divided into groups via setting some arbitrary levels of final measure. What is more, the composite (complex) indices have some problems and errors.The main purpose of the paper is the assessment of the development of the selected European OECD countries with the application of the linear ordering and ensemble clustering of symbolic data as well as comparison of the ensemble clustering with a single model.Research methodology covers linear ordering with the application of multidimensional scaling for a visualisation of results and ensemble clustering for symbolic data.The results are compared according to adjusted Rand and silhouette indices. The obtained results show that ensemble clustering for symbolic data can be a useful tool in country development analysis and allows reaching better results than a single model.The novelty of the proposed approach is to use a cluster analysis to obtain the clusters of countries with similar variables’ values (indicators of development) and the application of multidimensional scaling for symbolic data in order to visualise linear ordering results.

Suggested Citation

  • Pełka Marcin, 2019. "Assessment of the Development of the European Oecd Countries with the Application of Linear Ordering and Ensemble Clustering of Symbolic Data," Folia Oeconomica Stetinensia, Sciendo, vol. 19(2), pages 117-133, December.
  • Handle: RePEc:vrs:foeste:v:19:y:2019:i:2:p:117-133:n:8
    DOI: 10.2478/foli-2019-0017
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    1. David BECERRA ALONSO & Armenia ANDRONICEANU & Irina GEORGESCU, 2016. "Sensitivity and vulnerability of European countries in time of crisis based on a new approach to data clustering and curvilinear analysis," REVISTA ADMINISTRATIE SI MANAGEMENT PUBLIC, Faculty of Administration and Public Management, Academy of Economic Studies, Bucharest, Romania, vol. 2016(27), pages 46-61, Decembre.
    2. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    3. Groenen, P.J.F. & Winsberg, S. & Rodriguez, O. & Diday, E., 2005. "SymScal: symbolic multidimensional scaling of interval dissimilarities," Econometric Institute Research Papers EI 2005-15, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    4. Groenen, P.J.F. & Terada, Y., 2015. "Symbolic Multidimensional Scaling," Econometric Institute Research Papers EI 2015-15, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    5. Christian H.M. Ketels & Olga Memedovic, 2008. "From clusters to cluster-based economic development," International Journal of Technological Learning, Innovation and Development, Inderscience Enterprises Ltd, vol. 1(3), pages 375-392.
    6. Asli Demirguc-Kunt & Ross Levine (ed.), 2004. "Financial Structure and Economic Growth: A Cross-Country Comparison of Banks, Markets, and Development," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262541793, December.
    7. Konstantinos Liapis & Antonios Rovolis & Christos Galanos & Eleftherios Thalassinos, 2013. "The Clusters of Economic Similarities between EU Countries: A View Under Recent Financial and Debt Crisis," European Research Studies Journal, European Research Studies Journal, vol. 0(1), pages 41-66.
    8. Martine Durand, 2015. "The OECD Better Life Initiative: How's Life? and the Measurement of Well-Being," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 61(1), pages 4-17, March.
    9. Elizabeth Stanton, 2007. "The Human Development Index: A History," Working Papers wp127, Political Economy Research Institute, University of Massachusetts at Amherst.
    10. Winton Bates, 2009. "Gross national happiness," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 23(2), pages 1-16, November.
    11. A. Geske Dijkstra & Lucia Hanmer, 2000. "Measuring Socio-Economic GENDER Inequality: Toward an Alternative to the UNDP Gender-Related Development Index," Feminist Economics, Taylor & Francis Journals, vol. 6(2), pages 41-75.
    12. Stefan Voigt, 2009. "The Effects of Competition Policy on Development - Cross-Country Evidence Using Four New Indicators," Journal of Development Studies, Taylor & Francis Journals, vol. 45(8), pages 1225-1248.
    13. Hornik, Kurt, 2005. "A CLUE for CLUster Ensembles," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 14(i12).
    14. Sudhir Anand and Amartya Sen, 1994. "Human development Index: Methodology and Measurement," Human Development Occasional Papers (1992-2007) HDOCPA-1994-02, Human Development Report Office (HDRO), United Nations Development Programme (UNDP).
    15. Groenen, P.J.F. & Winsberg, S. & Rodriguez, O. & Diday, E., 2006. "I-Scal: Multidimensional scaling of interval dissimilarities," Computational Statistics & Data Analysis, Elsevier, vol. 51(1), pages 360-378, November.
    16. Sagar, Ambuj D. & Najam, Adil, 1998. "The human development index: a critical review," Ecological Economics, Elsevier, vol. 25(3), pages 249-264, June.
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    More about this item

    Keywords

    country development; symbolic data analysis; OECD countries; ensemble clustering;
    All these keywords.

    JEL classification:

    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O57 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Comparative Studies of Countries

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