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Mapping Patterns of Multiple Deprivation and Well-Being using Self-Organizing Maps: An Application to Swiss Household Panel Data

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  • Mario Lucchini

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  • Jenny Assi

    ()

Abstract

The aim of this paper is to propose multidimensional measures of deprivation and wellbeing in contemporary Switzerland, in order to overcome the limitations of standard approaches. More precisely, we have developed self organising maps (SOM) using data drawn from the 2009 Swiss Household Panel wave, in order to identify highly homogeneous clusters of individuals characterized by distinct profiles across 44 indicators of deprivation and well-being. SOM is a vector quantiser that performs a topology-preserving mapping of the k-dimensional input data to a two-dimensional, rectangular grid of output units, preserving as much as possible the information contained in the original input data. “Topology-preserving” means that, when an SOM is properly developed, units that are close in the output space are also close in the input space. Our results suggest that the SOM approach could improve our understanding of complex and multidimensional phenomena, like those of well-being, deprivation, vulnerability, that show only a partial overlapping with standard income poverty measures. Copyright Springer Science+Business Media B.V. 2013

Suggested Citation

  • Mario Lucchini & Jenny Assi, 2013. "Mapping Patterns of Multiple Deprivation and Well-Being using Self-Organizing Maps: An Application to Swiss Household Panel Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 112(1), pages 129-149, May.
  • Handle: RePEc:spr:soinre:v:112:y:2013:i:1:p:129-149
    DOI: 10.1007/s11205-012-0043-7
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    References listed on IDEAS

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    1. Ruud Muffels & Didier Fouarge, 2004. "The Role of European Welfare States in Explaining Resources Deprivation," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 68(3), pages 299-330, September.
    2. Atkinson, A B, 1987. "On the Measurement of Poverty," Econometrica, Econometric Society, vol. 55(4), pages 749-764, July.
    3. Nolan, Brian & Whelan, Christopher T., 1996. "Resources, Deprivation, and Poverty," OUP Catalogue, Oxford University Press, number 9780198287858.
    4. Nicole Fuentes & Mariano Rojas, 2001. "Economic Theory and Subjective Well-being: Mexico," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 53(3), pages 289-314, March.
    5. Max Haller & Markus Hadler, 2006. "How Social Relations and Structures can Produce Happiness and Unhappiness: An International Comparative Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 75(2), pages 169-216, January.
    6. Easterlin, Richard A, 2001. "Income and Happiness: Towards an Unified Theory," Economic Journal, Royal Economic Society, vol. 111(473), pages 465-484, July.
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    Cited by:

    1. Guoqiang Ren & Xiuli Pan, 2016. "An Individual Relative Deprivation Index and Its Curve Considering Income Scope," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 126(3), pages 935-953, April.
    2. Dong Lu & Ye Tian & Vincent Y. Liu & Yi Zhang, 2015. "The Performance of the Smart Cities in China—A Comparative Study by Means of Self-Organizing Maps and Social Networks Analysis," Sustainability, MDPI, Open Access Journal, vol. 7(6), pages 1-18, June.
    3. repec:asi:joasrj:2017:p:450-458 is not listed on IDEAS

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