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Heterogeneity in spatial growth clusters

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  • Philipp Piribauer

    (Vienna University of Economics and Business)

Abstract

This paper sets forth an approach which allows for dealing with both model uncertainty and threshold effects of unknown form in spatial growth regression models. The estimation of threshold effects designates different spatial growth regimes which account for unknown structural heterogeneities in the parameter estimates. Using stochastic search variable selection priors, the paper deals with the issue of model uncertainty in a flexible and computationally efficient way. The paper uses Bayesian Markov chain Monte Carlo to simultaneously account for threshold effects, model uncertainty, and spatial dependence in regional growth regression models. The approach is illustrated for both identifying model covariates and unveiling growth regimes present in pan-European growth data.

Suggested Citation

  • Philipp Piribauer, 2016. "Heterogeneity in spatial growth clusters," Empirical Economics, Springer, vol. 51(2), pages 659-680, September.
  • Handle: RePEc:spr:empeco:v:51:y:2016:i:2:d:10.1007_s00181-015-1023-y
    DOI: 10.1007/s00181-015-1023-y
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    Full references (including those not matched with items on IDEAS)

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    Cited by:

    1. Philipp Piribauer & Jesús Crespo Cuaresma, 2016. "Bayesian Variable Selection in Spatial Autoregressive Models," Spatial Economic Analysis, Taylor & Francis Journals, vol. 11(4), pages 457-479, October.
    2. Mark F. J. Steel, 2020. "Model Averaging and Its Use in Economics," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 644-719, September.
    3. Tamás Krisztin & Philipp Piribauer, 2021. "A Bayesian spatial autoregressive logit model with an empirical application to European regional FDI flows," Empirical Economics, Springer, vol. 61(1), pages 231-257, July.
    4. Song, Yunquan & Liang, Xijun & Zhu, Yanji & Lin, Lu, 2021. "Robust variable selection with exponential squared loss for the spatial autoregressive model," Computational Statistics & Data Analysis, Elsevier, vol. 155(C).
    5. Roberta Capello & Silvia Cerisola, 2023. "Industrial transformations and regional inequalities in Europe," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 70(1), pages 15-28, February.
    6. Olga Demidova & Elizat Kamalova, 2021. "Spatial Econometric Modeling of Economic Growth in Russian Regions: Do Institutions Matter? [Пространственно-Эконометрическое Моделирование Экономического Роста Российских Регионов: Имеют Ли Значен," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 2, pages 34-59, April.
    7. Piribauer, Philipp & Glocker, Christian & Krisztin, Tamás, 2023. "Beyond distance: The spatial relationships of European regional economic growth," Journal of Economic Dynamics and Control, Elsevier, vol. 155(C).
    8. Daniel A. Griffith & Yongwan Chun, 2016. "Evaluating Eigenvector Spatial Filter Corrections for Omitted Georeferenced Variables," Econometrics, MDPI, vol. 4(2), pages 1-12, June.
    9. Luckeneder, Sebastian & Giljum, Stefan & Krisztin, Tamás, 2019. "Do mining activities foster regional development? Evidence from Latin America in a spatial econometric framework," Ecological Economic Papers 28, WU Vienna University of Economics and Business.
    10. Tamás Krisztin & Philipp Piribauer, 2023. "A joint spatial econometric model for regional FDI and output growth," Papers in Regional Science, Wiley Blackwell, vol. 102(1), pages 87-106, February.
    11. Deborah Gefang & Stephen G. Hall & George S. Tavlas, 2023. "Identifying spatial interdependence in panel data with large N and small T," Papers 2309.03740, arXiv.org.
    12. Michael Pfarrhofer & Philipp Piribauer, 2018. "Flexible shrinkage in high-dimensional Bayesian spatial autoregressive models," Papers 1805.10822, arXiv.org.
    13. Xuan Liu & Jianbao Chen, 2021. "Variable Selection for the Spatial Autoregressive Model with Autoregressive Disturbances," Mathematics, MDPI, vol. 9(12), pages 1-20, June.

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    More about this item

    Keywords

    Threshold estimation; Model uncertainty; Spatial autoregressive model; Determinants of economic growth;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe

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