LIPIcs.GIScience.2023.17.pdf
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Smarter Than Your Average Model - Bayesian Model Averaging as a Spatial Analysis Tool (Short Paper)
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Chris Brunsdon 
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12th International Conference on Geographic Information Science (GIScience 2023)
Series: Leibniz International Proceedings in Informatics (LIPIcs)
Conference: International Conference on Geographic Information Science (GIScience) - License:
Creative Commons Attribution 4.0 International license
- Publication Date: 2023-09-07
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Chris Brunsdon, Paul Harris, and Alexis Comber. Smarter Than Your Average Model - Bayesian Model Averaging as a Spatial Analysis Tool (Short Paper). In 12th International Conference on Geographic Information Science (GIScience 2023). Leibniz International Proceedings in Informatics (LIPIcs), Volume 277, pp. 17:1-17:6, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2023)
https://doi.org/10.4230/LIPIcs.GIScience.2023.17
https://doi.org/10.4230/LIPIcs.GIScience.2023.17
Abstract
Bayesian modelling averaging (BMA) allows the results of analysing competing data models to be combined, and the relative plausibility of the models to be assessed. Here, the potential to apply this approach to spatial statistical models is considered, using an example of spatially varying coefficient modelling applied to data from the 2016 UK referendum on leaving the EU.
Subject Classification
ACM Subject Classification
- Mathematics of computing → Bayesian nonparametric models
Keywords
- Bayesian
- Varying coefficient regression
- Spatial statistics
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References
- Robert E. Kass, Luke Tierney, and Joseph B. Kadane. Laplace’s method in Bayesian analysis. Contemporary Mathematics, 115:89-100, 1991. URL: https://doi.org/10.1090/conm/115/07.
- X. Meng and S. Schilling. Warp bridge sampling. Journal of Computational and Graphical Statistics, 11(3):552-586, 2002. URL: https://doi.org/10.1198/106186002457.
- Evan Odell. parlitools: Tools for analysing UK politics in R, 2017. R package version 0.4.1. URL: https://doi.org/10.5281/zenodo.591586.
- Gideon Schwarz. Estimating the Dimension of a Model. Annals of Statistics, 6(2):461-464, 1978. URL: https://doi.org/10.1214/aos/1176344136.