Zhihua Ma, Yishu Xue, Guanyu Hu
arXiv 4 Jul 2019 · Econometrics · publishedSpatial Economic Analysis (2020) · 20 citations (OpenAlex)
arXiv:1907.02212 · PDF · DOI · OpenAlex · Extracted main text
In economic development, there are often regions that share similar economic characteristics, and economic models on such regions tend to have similar covariate effects. In this paper, we propose a Bayesian clustered regression for spatially dependent data in order to detect clusters in the covariate effects. Our proposed method is based on the Dirichlet process which provides a probabilistic framework for simultaneous inference of the number of clusters and the clustering configurations. The usage of our method is illustrated both in simulation studies and an application to a housing cost dataset of Georgia.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Gelfand, A. E., H.-J. Kim, C. Sirmans, and S. Banerjee (2003) Spatial modeling with spatially varying coefficient processes | 0.737 | 3 | 2 | 100% |
| 2 | de Valpine, P., D. Turek, C. J. Paciorek, C. Anderson-Bergman, D. T.… (2017) Programming with models: writing statistical algorithms for general model structures with NIMBLE | 0.644 | 2 | 2 | 100% |
| 3 | Ibrahim, J. G., M.-H. Chen, and D. Sinha (2013) Bayesian Survival Analysis | 0.644 | 2 | 2 | 100% |
| 4 | Brunsdon, C., A. S. Fotheringham, and M. E. Charlton (1996) Geographically weighted regression: a method for exploring spatial nonstationarity | 0.511 | 2 | 1 | 100% |
| 5 | Dahl, D. B (2006) Model-based clustering for expression data via a Dirichlet process mixture model | 0.511 | 2 | 1 | 100% |
| 6 | Ferguson, T. S (1973) A Bayesian analysis of some nonparametric problems | 0.511 | 2 | 1 | 100% |
| 7 | Lawson, A. B., J. Choi, and J. Zhang (2014) Prior choice in discrete latent modeling of spatially referenced cancer survival | 0.511 | 2 | 1 | 100% |
| 8 | Hijmans, R. J (2017) geosphere: Spherical Trigonometry | 0.405 | 1 | 1 | 100% |
| 9 | Autant-Bernard, C. and J. P. LeSage (2019) A heterogeneous coefficient approach to the knowledge production function | 0.405 | 1 | 1 | 100% |
| 10 | Billé, A. G., R. Benedetti, and P. Postiglione (2017) A two-step approach to account for unobserved spatial heterogeneity | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 31 scored citations.
arXiv econ.EM papers that cite this one, ranked by how heavily they lean on it.
| Citing paper | Intensity | Mentions | Sections | |
|---|---|---|---|---|
| 1 | Bayesian Clustered Coefficients Regression with Auxiliary Covariates Assistant Random Effects | 0.843 | 3 | 3 |