Mapping Patterns of Multiple Deprivation and Well-Being using Self-Organizing Maps: An Application to Swiss Household Panel Data
AbstractThe 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
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.
Bibliographic InfoArticle provided by Springer in its journal Social Indicators Research.
Volume (Year): 112 (2013)
Issue (Month): 1 (May)
Contact details of provider:
Web page: http://www.springer.com/economics/journal/11135
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Easterlin, Richard A, 2001. "Income and Happiness: Towards an Unified Theory," Economic Journal, Royal Economic Society, vol. 111(473), pages 465-84, July.
- Ruud Muffels & Didier Fouarge, 2004.
"The Role of European Welfare States in Explaining Resources Deprivation,"
Social Indicators Research,
Springer, vol. 68(3), pages 299-330, September.
- Muffels, Ruud & Fouarge, Didier, 2003. "The Role of European Welfare States in Explaining Resources Deprivation," MPRA Paper 13299, University Library of Munich, Germany.
- Nolan, Brian & Whelan, Christopher T., 1996. "Resources, Deprivation, and Poverty," OUP Catalogue, Oxford University Press, number 9780198287858, September.
- Nicole Fuentes & Mariano Rojas, 2001. "Economic Theory and Subjective Well-being: Mexico," Social Indicators Research, Springer, vol. 53(3), pages 289-314, March.
- Atkinson, A B, 1987. "On the Measurement of Poverty," Econometrica, Econometric Society, vol. 55(4), pages 749-64, July.
- Max Haller & Markus Hadler, 2006. "How Social Relations and Structures can Produce Happiness and Unhappiness: An International Comparative Analysis," Social Indicators Research, Springer, vol. 75(2), pages 169-216, 01.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Guenther Eichhorn) or (Christopher F Baum).
If references are entirely missing, you can add them using this form.