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Standard of living in Poland at regional level - classification with Kohonen self-organizing maps

Abstract

The standard of living is spatially diversified and its analyzes enable shaping regional policy. Therefore, it is crucial to assess the standard of living and to classify regions due to their standard of living, based on a wide set of determinants. The most common research methods are those based on composite indicators, however, they are not ideal. Among the current critiques moved to the use of composite indicators is the normative nature of the weights, the drawbacks of the linear method of aggregation and the fact that composite indicator s flatten alternatives and differences among analyzed objects. That is why more objective alternative solutions are nowadays gaining popularity. The aim of this article is the regional classification of Polish NUTS-4 regions due to their standard of living using SOM -self-organizing maps -the model of a neural network mapping multidimensional space into a two-dimensional map of neurons. In this study, the set of selected 45 variables describing the tandard of living in Polish NUTS-4 regions in 2016 was used

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Category:
Conference activity
Type:
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Title of issue:
The 12th Professor Aleksander Zelias International Conference on Modelling and Forecasting of Socio-Economic Phenomena. Conference Proceedings. Cracow: Foundation of the Cracow University of Economics= XII MIĘDZYNARODOWA KONFERENCJA NAUKOWA IM. PROFESORA ALEKSANDRA ZELIASIA NA TEMAT "MODELOWANIE I PROGNOZOWANIE ZJAWISK SPOŁECZNO-GOSPODARCZYCH" strony 229 - 238
ISSN:
2545-1227
Language:
English
Publication year:
2018
Bibliographic description:
Kuc-Czarnecka M., Sobiechowska-Ziegert A.: Standard of living in Poland at regional level - classification with Kohonen self-organizing maps// The 12th Professor Aleksander Zelias International Conference on Modelling and Forecasting of Socio-Economic Phenomena. Conference Proceedings. Cracow: Foundation of the Cracow University of Economics= XII MIĘDZYNARODOWA KONFERENCJA NAUKOWA IM. PROFESORA ALEKSANDRA ZELIASIA NA TEMAT "MODELOWANIE I PROGNOZOWANIE ZJAWISK SPOŁECZNO-GOSPODARCZYCH"/ ed. Monika Papież, Sławomir Śmiech Kraków: Foundation of the Cracow University of Economics, 2018, s.229-238
DOI:
Digital Object Identifier (open in new tab) 10.14659/semf.2018.01.23
Verified by:
Gdańsk University of Technology

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