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2016 | nr 2 (37) | 31-65
Tytuł artykułu

Analysis of Smart Specialization in European Regions Using Fuzzy Classification

Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The major areas of specialization assessment cover for example export, R&D expenditure, employment rate, high-tech products (e.g. patents). Many measures indicated in the subject literature for specified areas cannot be currently determined at regional level due to data unavailability. The article attempts to identify the areas and directions of changes in the smart specialization development of the European regions. An analytical approach, based on the application of fuzzy classification in the analysis of dynamic data, was used for this purpose. The analysis covered 265 European regions at NUTS 2 level, described by variables characterizing employment shares in economic sectors. The level of membership to the separated classes was estimated for each region in particular years of the adopted research period 2000-2010, which facilitated analyzing the directions of their location changes in the European area divided into classes. The obtained results allowed for the positive verification of the proposed hypotheses about the usefulness of fuzzy classification in the identification of areas and directions for smart specialization changes in regions establishing the European regional area. Both, the regions characterized by the changing sector system and the ones maintaining their sector specialization profiles in the adopted research period, were identified in the course of the conducted analyses.(original abstract)
Rocznik
Numer
Strony
31-65
Opis fizyczny
Twórcy
  • Wrocław University of Economics, Poland
  • Wrocław University of Economics, Poland
  • Wrocław University of Economics, Poland
Bibliografia
  • A Strategy for Smart, Sustainable and Inclusive Growth, Communication from the Commission, Europe 2020, European Commission, COM(2010) 2020 final, Brussels, 2010.
  • Ahner, D., Opening Address - Part I, prepared for Conference "Regions for Economic Change. Fostering Smart and Sustainable Growth in Cities and Regions", Brussels, pp. 23-24 June, 2011.
  • Aiginger, K, Pfaffermayr, M., The Single Market and Geographic Concentration in Europe, "Review of International Economics", 12(1), pp. 1-11, 2004.
  • Aiginger, K., Davies, S. W., Industrial Specialisation and Geographic Concentration: Two Sides of the Same Coin? Not for the European Union, "Journal of Applied Economics", VII(2), pp. 231-248, 2004.
  • Alcorta, L., Peres, W., Innovation Systems and Technological Specialization in Latin America and the Caribbean, "Research Policy", 26, 1998.
  • Aldenderfer, M. S., Blashfield, R. K., Cluster Analysis. Sage Publications, Newbury Park, CA 1984.
  • Amiti, M., Specialisation Patterns in Europe. "Weltwirtschaftliches Archiv", pp. 573-593, 1999.
  • Annex IV of the general SF draft regulation, COM (2011) 615.
  • Bezdek, J. C., Ehrlich, R., Full, W., FCM: The Fuzzy c-Means Clustering Algorithm, "Computers & Geosciences", pp. 191-203, Vol. 10, no. 2-3, 191-203, 1984.
  • Bezdek, J. C., Numerical Taxonomy with Fuzzy Sets, "Journal of Mathematical Biology", Vol. 1, pp. 57-71, 1974.
  • Bezdek, J. C., Pattern Recognition with Fuzzy Objective Function Algorithms. Plenum Press, New York 1981.
  • Bray, J. R., Curtis, J. T., An Ordination of the Upland Forest Communities of Southern Wisconsin, "Ecological Monographies" 27, pp. 325-349, 1957.
  • Brülhart, M., Evolving Geographical Concentration of European Union, "Weltwirtschaftliches Archiv", 137(2), pp. 215-243, 2001.
  • Brülhart, M., Torstensson, J., Regional Integration, Scale Economies and Industry Location in the European Union. CEPR Discussion Paper N. 1435,1996.
  • Brülhart, M., Trading Places: Industrial Specialisation in the European Union, "Journal of Common Market Studies", 36(3), pp. 329-346, 1998.
  • Comparative Advantage through "Smart" Knowledge-based Specialization: Implications for Science, Council Conclusions on Innovation Union for Europe, 3049th Competitiveness Council meeting. Brussels, 26 November 2010.
  • Council Conclusions on Innovation for Europe, 3049th Competitiveness Council meeting. Brussels, 26 November 2010.
  • Cowell, F. A., Measuring Inequality. Prentice Hall, London 1995.
  • Cutrini, E., The Balassa Index Meets the Dissimilarity Theil Index: A Decomposition Methodology for Location Studies, "Economic Growth - Institutional and Social Dynamic", Working Papers Series, no. 5, June, 2006.
  • Cziráky, D., Sambt, J., Rovan, J., Puljiz, J., Regional Development Assessment: A Structural Equation Approach, "European Journal of Operational Research", Vol. 174, pp. 427-442, 2005.
  • David, P., Foray, D., Hall, B., Measuring Smart Specialisation: The Concept and the Need for Indicators, 2009, http://cemi.epfl.ch/files/content/sites/cemi/files/users/178044/public/ Measuring%20smart%20specialisation.doc.
  • del Campo, C., Monteiro, C. M. F., Soares, J. O., The Socioeconomic Diversity of European Regions, "CES Working Paper Series", no. 131, pp. 1-17, 2006.
  • Dobrzycka, M., Inteligentna specjalizacja regionów [Intelligent Specialization of Regions], "Wspólnota" no. 1 of 5th January 2012.
  • Doświadczenia i szanse regionów [Regional experiences and chances], The Ministry for Regional Development, "Przegląd regionalny" no. 2, Warsaw 2008.
  • Dunn, J. C., A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact, Well Separated Cluster, "Journal of Cybernetics", Vol. 3, no. 3, pp. 32-57, 1973.
  • Europe 2020. A Strategy for Smart and Sustainable Development Fostering Social Inclusion, Communication from the European Commission, COM(2010) 2020, final version, Brussels 2010a.
  • Europe 2020. Flagship Initiative Innovation Union: Transforming Europe for a Post-crisis World, Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions, European Commission, COM(2010), 2010b.
  • Everit, B. S., Landau, S., Leese, M., Stahl, D., Cluster Analysis. 5th Edition. John Wiley & Sons, Chichester 2011.
  • Florence, P. S., Report of the Location of Industry, "Political and Economic Planning", London, 1939.
  • Florence, P. S., The Selection of Industries Suitable for Dispersion into Rural Areas, "Journal of the Royal Statistical Society", Vol. 107, No. 2, pp. 93-116, 1944.
  • Foray, D., David, P. A., Hall, B., Smart Specialisation: The Concept [in:] Knowledge for Growth: Prospects for Science, Technology and Innovation, Report, EUR 24047, European Union, 2009.
  • Foray, D., Goddard, J., Beldarrain, X. G., Landabaso, M., McCann, P., Morgan, K., Nauwelaers, C., Ortega-Argilés, R., Guide to Research and Innovation Strategies for Smart Specialisation (RIS 3), European Union Regional Policy, March 2012.
  • Foray, D., Smart Specialisation: From Academic Idea to Political Instrument, the Surprising Destiny of a Concept and the Difficulties Involved in its Implementation, prepared for Conference "European Integration Process in the New Regional and Global Settings", Warsaw, October 19th and 20th, 2011.
  • Foray, D., van Ark, B., Smart Specialisation in a Truly Integrated Research Area is the Key to Attracting More R&D to Europe. Knowledge Economists Policy Brief n 1 October 2007.
  • Fukuyama, Y., Sugeno, M., A New Method of Choosing the Number of Clusters for the Fuzzy C-means Method, Proceedings of 5th Fuzzy Systems Symposium, pp. 247-250, 1989.
  • Gertsbakh, I., Yatskiv, I., Dynamic Classification of Multidimensional Objects, "Transport and Telecommunication", Vol. 7, no. 1, 21-27, 2006.
  • Giannitsis, T., Kager, M., Technology and Specialization: Dilemmas, Options and Risks? Expert group "Knowledge for Growth", May 2009.
  • Godlewska-Majkowska, H. (ed.), Atrakcyjność inwestycyjna regionów Polski a kształtowanie lokalnych i regionalnych specjalizacji gospodarczych [Investment Attractiveness of Polish Regions vs. Establishing Local and Regional Economic Specializations]. Warsaw School of Economics, Warsaw 2009.
  • Gordon, A. D., Classification. 2nd Edition, Chapman & Hall/CRC, Boca Raton 1999.
  • Haaland, J. I., Kind, H. J., Midelfart-Knarvik, K. H., Torstensson, J., What Determines the Economic Geography of Europe? CEPR Discussion Paper no. 2072, 1999.
  • Hallet, M., Regional Specialisation and Concentration in the EU, Economic papers no. 141, The European Commission, Directorate General for Economic and Financial Affairs, 2000.
  • Harris, T. R., Stoddard, S. W., Bezdek, J. C., Application of Fuzzy-set Clustering for Regional Typologies, "Growth and Change", Vol. 24, no. 2, pp. 155-165, 1993.
  • Hartigan, J. A, Clustering Algorithms. John Wiley & Sons, New York-London-Sydney 1975.
  • Hill, E. W., Brennan, J. F., Wolman, H. L., What Is a Central City in the United States? Applying a Statistical Technique for Developing Taxonomies, "Urban Studies", Vol. 35, no. 11, pp. 1935-1969, 1998.
  • Höppner, F., Fuzzy Cluster Analysis: Methods for Classification, Data Analysis, and Image Recognition. John Wiley&Sons, Chichester 1999.
  • Jajuga, K., Statystyczna teoria rozpoznawania obrazów [Statistical Theory of Pattern Recognition]. PWN, Warsaw 1990.
  • Kaufman, L., Rousseeuw, P. J., Finding Groups in Data: An Introduction to Cluster Analysis. John Wiley & Sons, New York 1990.
  • Ketels, C., Sölvell, O., Clusters in the EU-10 New Member Countries, Europe Innova Cluster Mapping, 2006.
  • Kim, S., Expansion of Markets and the Geographic Distribution of Economic Activities: The Trends in US Regional Manufacturing Structure, 1860-1987, "The Quarterly Journal of Economics", pp. 881-908, 1995.
  • Krugman, P., Geography and Trade. MIT Press, Cambridge 1991.
  • Larosse, J., Pontkakis, D., R&D Specialization: Strategic Intelligence in Priority Setting, OECD TIP-RHIR Workshop, September 2008.
  • Lasek, M., Data Mining. Zastosowania w analizach i ocenach klientów bankowych [Data Mining. Applications in Analysis and Assessments of Bank Clients]. Oficyna Wydawnicza "Zarządzanie i finanse", Biblioteka Menadżera i Bankowca, Warsaw 2002.
  • Malerba, F., Montobbio, F., Sectoral Systems and International Technological and Trade Specialisation, DRUID Summer Conference, Rebild, Denmark, 15-17 June 2000.
  • Malerba, F., Sectoral Systems of Innovation: A Framework for Linking Innovation to the Knowledge Base, Structure and Dynamics of Sectors, "Economics of Innovation and New Technology", 14, 1-2, pp. 63-82, 2005.
  • Manca, G., Curtin, K., Fuzzy Analysis for Modelling Regional Delineation and Development: The Case of the Sardinian Mining Geopark, "Transactions in GIS", Vol. 16, no. 1, pp. 55-79, 2012.
  • Markowska, M., Jefmański, B., Fuzzy Classification of European Regions in the Evaluation of Smart Growth, "Przegląd Statystyczny", Tom 59, 1, pp. 74-93, Warszawa 2012a.
  • Markowska, M., Jefmański, B., Ocena pozycji polskich regionów ze względu na inteligentną specjalizację w europejskiej przestrzeni z wykorzystaniem klasyfikacji rozmytej [The Assessment of Polish Regions with Regard to Smart Specialization in European Space Applying Fuzzy Classification], Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu nr 244, pp. 102-113, Wrocław 2012b.
  • Markowska, M., Strahl, D., European Regional Space Classification Regarding Smart Growth Level, "Comparative Economic Research. Central and Eastern Europe", 4/2012, pp. 233-247.
  • Masson, M.-H., Denoeux, T., Belief Functions and Cluster Ensembles, Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, pp. 323-334. Springer-Verlag Berlin, Heidelberg 2009.
  • Mazzocchi, M., Montresor, E., A Multivariate Statistical Approach to the Analysis of Rural Development, "Agricultural Economics Review", Vol. 1, no. 2, pp. 31-45, 2000.
  • McCann, P., Ortega-Argilés, R, Smart Specialisation, Regional Growth and Applications to EU Cohesion Policy. Groningen University 2001.
  • Midelfart, K. H., Overman, H. G., Redding, S. J., Venables, A. J., The Location of European Industry [in:] Dierx, A., Ilzkovitz, F., Sekkat, K. (eds.) European Integration and the Functioning of Product Markets, pp. 113-170. Edward Elgar 2004.
  • Mulligan, G. F., Schmidt, C., A Note on Localisation and Specialization, "Growth and Change", 36(4), pp. 565-576, 2005.
  • NACE Rev. 2. Statistical Classification of Economic Activities in the European Community. Methodologies and Working Papers, European Commission, Luxembourg: Office for Official Publications of the European Communities, 2008.
  • Nowak, E., Rozmyta analiza skupień jako metoda klasyfikacji podregionów ze względu na aktywność gospodarczą [Fuzzy Cluster Analysis as the Method for Sub-regions Classification Regarding Economic Activity], "Rozwój Regionalny i Polityka Regionalna", no. 3, pp. 21-36, 2008.
  • Pettersson, Ö., Microregional Fragmentation in a Swedish County, "Papers in Regional Science", Vol. 80, pp. 389-409, 2001.
  • Proposal for a Regulation of the European Parliament and of the Council on support for rural development by the European Agricultural Fund for Rural Development (EAFRD), European Commission, Brussels, 19.10.2011 COM(2011) 627 final/2, 2011/0282 (COD).
  • Regional Policy Contributing to Smart Growth in Europe 2020, Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions, SEC, 2010, 1183. COM(2010) 553 final, European Commission, Brussels, 6.10.2010.
  • Regions in the European Union. Nomenclature of Territorial Units for Statistics NUTS 2006/EU-27, Series: Methodologies and Working Papers, European Commission, Luxemburg 2007.
  • Rovan, J., Sambt, J., Socio-economic Differences among Slovenian Municipalities: A Cluster Analysis Approach, "Developments in Applied Statistics", Vol. 19, pp. 265-278, 2003.
  • Sapir, A., The Effects of Europe's Internal Market Program on Production and Trade: A First Assessment, "Weltwirtschaftliches Archiv", (132), pp. 457-475, 1996.
  • Soares, O. J., Marquês, M. M. L., Monteiro, C. M. F., A Multivariate Methodology to Uncover Regional Disparities: A Contribution to Improve European Union and governmental Decisions, "European Journal of Operational Research", Vol. 145, pp. 121-135, 2003.
  • Specjalizacja ekonomiczna regionów i jej implikacje dla rozwoju regionalnego [Economic Specialization of Regions and Its Implications for Regional Growth], "Przegląd Regionalny", no. 2, September 2008, The Ministry for Regional Development, The Department for Regional Programmes Coordination.
  • Stimson, R., Baum, S., Mullins, P., O'Connor, K., A Typology of Community Opportunity and Vulnerability in Metropolitan Australia, "Papers in Regional Science", Vol. 80, pp. 45-66, 2001.
  • Strahl, D. (ed.), Metody oceny rozwoju regionalnego [Regional Development Assessment Methods]. University of Economics Publishing House, Wrocław 2006.
  • Topaloglou, L., Kallioras, D., Manetos, P., Petrakos, G., A Border Regions Typology in the Enlarged European Union, "Journal of Borderlands Studies", Vol. 20, no. 2, pp. 67-89.
  • van Zeebroeck, N., van Pottelsberghe de la Potterie, B., Han, W., Issues in Measuring the Degree of Technological Specialisation with Patent Data, "Scientometrics", Vol. 66, no. 3, pp. 481-492, 2006.
  • Wang, W., Zhang, Y., On Fuzzy Cluster Validity Indices, "Fuzzy Sets and Systems", Vol. 158, issue 19, pp. 2095-2117, 2007.
  • Wu, K. L., Yang, M. S., A Cluster Validity Index for Fuzzy Clustering, "Pattern Recognition Letters", Vol. 26, issue 9, pp. 1275-1291, 2005.
  • Wysocki, F., Metody taksonomiczne w rozpoznawaniu typów ekonomicznych rolnictwa i obszarów wiejskich [Taxonomic Methods for Exploring Economic Types in Farming and Rural Areas]. University of Life Sciences in Poznań Publishing House, Poznań 2010.
  • Xie, X. L., Beni, G. A., Validity Measure for Fuzzy Clustering, "IEEE Transactions on Pattern Analysis and Machine Intelligence", Vol. 13, no. 8, pp. 841-847, 1991.
  • Zeliaś, A. (ed.), Taksonomiczna analiza przestrzennego zróżnicowania poziomu życia w Polsce w ujęciu dynamicznym [Taxonomic Analysis of Spatial Diversification of Living Standard in Poland in a Dynamic Perspective]. Cracow University of Economics Publishing House, Kraków 2000.
  • http://ec.europa.eu/agriculture/cap-post-2013/legal-proposals/com627/627_en.pdf
  • http://ec.europa.eu/eurostat
  • http://ec.europa.eu/eurostat/statistics-explained/index.php/Employment_statistics
  • http://s3platform.jrc.ec.europa.eu
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