Comber, A. orcid.org/0000-0002-3652-7846, Harris, P. and Brunsdon, C. (2023) Multiscale Spatially and Temporally Varying Coefficient Modelling Using a Geographic and Temporal Gaussian Process GAM (GTGP-GAM). In: Proceedings of 12th International Conference on Geographic Information Science (GIScience 2023). 12th International Conference on Geographic Information Science (GIScience 2023), 12-15 Sep 2023, Leeds, UK. Leibniz International Proceedings in Informatics (LIPIcs), 277 . Schloss Dagstuhl – Leibniz-Zentrum für Informatik , 22:1-22:6. ISBN 978-3-95977-288-4
Abstract
The paper develops a novel approach to spatially and temporally varying coefficient (STVC) modelling, using Generalised Additive Models (GAMs) with Gaussian Process (GP) splines parameterised with location and time variables - a Geographic and Temporal Gaussian Process GAM (GTGP-GAM). This was applied to a Mongolian livestock case study and different forms of GTGP splines were evaluated in which space and time were combined or treated separately. A single 3-D spline with rescaled temporal and spatial attributes resulted in the best model under an assumption that for spatial and temporal processes interact a case studies with a sufficiently large spatial extent is needed. A fully tuned model was then created and the spline smoothing parameters were shown to indicate the degree of variation in covariate spatio-temporal interactions with the target variable.
Metadata
Item Type: | Proceedings Paper |
---|---|
Authors/Creators: |
|
Copyright, Publisher and Additional Information: | © Alexis Comber, Paul Harris, and Chris Brunsdon. This is an open access conference paper under the terms of the Creative Commons Attribution License (CC-BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original work is properly cited. |
Keywords: | Spatial Analysis, Spatiotemproal Analysis |
Dates: |
|
Institution: | The University of Leeds |
Academic Units: | The University of Leeds > Faculty of Environment (Leeds) > School of Geography (Leeds) > Centre for Spatial Analysis & Policy (Leeds) |
Depositing User: | Symplectic Publications |
Date Deposited: | 29 Apr 2024 10:14 |
Last Modified: | 29 Apr 2024 10:22 |
Status: | Published |
Publisher: | Schloss Dagstuhl – Leibniz-Zentrum für Informatik |
Series Name: | Leibniz International Proceedings in Informatics (LIPIcs) |
Identification Number: | 10.4230/LIPIcs.GIScience.2023.22 |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:211983 |