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An urban sprawl index based on multivariate and Bayesian factor analysis with application at the municipality level in Valencia

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Listed:
  • Eric Gielen
  • Gabriel Riutort-Mayol
  • José Sergio Palencia-Jiménez
  • Isidro Cantarino

Abstract

Urban sprawl is now a common and threatening phenomenon in Europe, severely affecting environmental and economic sustainability. An analytical characterization and measurement of urban sprawl are required to gain a better understanding of the phenomenon and to propose the possible solutions. Traditional factor analysis techniques, especially Principal Component Analysis and Factor Analysis, have been commonly used. In this paper, we additionally test Independent Component Analysis with the aim to obtain a multidimensional characterization of the sprawl phenomenon. We also use Bayesian Factor Analysis to obtain a single (unidimensional) measuring index of sprawl, which also allows us to obtain the uncertainty of the inferred index, in contrast to traditional approaches. All these techniques have been applied to study the phenomenon of urban sprawl at the municipality level in Valencia, Spain using a wide set of variables related to the characteristics and patterns of urban land use.

Suggested Citation

  • Eric Gielen & Gabriel Riutort-Mayol & José Sergio Palencia-Jiménez & Isidro Cantarino, 2018. "An urban sprawl index based on multivariate and Bayesian factor analysis with application at the municipality level in Valencia," Environment and Planning B, , vol. 45(5), pages 888-914, September.
  • Handle: RePEc:sae:envirb:v:45:y:2018:i:5:p:888-914
    DOI: 10.1177/2399808317690148
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    References listed on IDEAS

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    1. repec:bfi:wpaper:2014-014 is not listed on IDEAS
    2. Miriam Hortas-Rico, 2014. "Urban sprawl and municipal budgets in Spain: A dynamic panel data analysis," Papers in Regional Science, Wiley Blackwell, vol. 93(4), pages 843-864, November.
    3. Ivan Muñiz & Miguel Angel Garcia & Daniel Calatayud, 2006. "SPRAWL. Definición, causas y efectos," Working Papers wpdea0603, Department of Applied Economics at Universitat Autonoma of Barcelona.
    4. Michael P Johnson, 2001. "Environmental Impacts of Urban Sprawl: A Survey of the Literature and Proposed Research Agenda," Environment and Planning A, , vol. 33(4), pages 717-735, April.
    5. Conti, Gabriella & Frühwirth-Schnatter, Sylvia & Heckman, James J. & Piatek, Rémi, 2014. "Bayesian exploratory factor analysis," Journal of Econometrics, Elsevier, vol. 183(1), pages 31-57.
    6. Miriam Hortas-Rico & Albert Solé-Ollé, 2010. "Does Urban Sprawl Increase the Costs of Providing Local Public Services? Evidence from Spanish Municipalities," Urban Studies, Urban Studies Journal Limited, vol. 47(7), pages 1513-1540, June.
    7. Chen Zeng & Sanwei He & Jiaxing Cui, 2014. "A Multi-Level and Multi-Dimensional Measuring on Urban Sprawl: A Case Study in Wuhan Metropolitan Area, Central China," Sustainability, MDPI, vol. 6(6), pages 1-28, June.
    8. Bev Wilson & Arnab Chakraborty, 2013. "The Environmental Impacts of Sprawl: Emergent Themes from the Past Decade of Planning Research," Sustainability, MDPI, vol. 5(8), pages 1-26, August.
    9. Miriam Hortas-Rico & Albert Solé-Ollé, 2010. "Does Urban Sprawl Increase the Costs of Providing Local Public Services? Evidence from Spanish Municipalities," Urban Studies, Urban Studies Journal Limited, vol. 47(7), pages 1513-1540, June.
    10. Barry Kew & Brian D. Lee, 2013. "Measuring Sprawl across the Urban Rural Continuum Using an Amalgamated Sprawl Index," Sustainability, MDPI, vol. 5(5), pages 1-23, April.
    11. Nicola Colaninno & Jorge Cerda & Josep Roca, 2011. "Spatial patterns of land use: morphology and demography, in a dynamic evaluation of urban sprawl phenomena along the Spanish Mediterranean coast," ERSA conference papers ersa11p776, European Regional Science Association.
    12. Daniel Arribas-Bel & Peter Nijkamp & Henk Scholten, 2011. "Multi-Dimensional Urban Sprawl in Europe: a Self-Organizing Map Approach," ERSA conference papers ersa10p485, European Regional Science Association.
    13. Maura Mezzetti & Francesco C. Billari, 2005. "Bayesian correlated factor analysis of socio-demographic indicators," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 14(2), pages 223-241, November.
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    Cited by:

    1. Ilaria Zambon & Artemi Cerdà & Filippo Gambella & Gianluca Egidi & Luca Salvati, 2019. "Industrial Sprawl and Residential Housing: Exploring the Interplay between Local Development and Land-Use Change in the Valencian Community, Spain," Land, MDPI, vol. 8(10), pages 1-18, September.

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