Baggaley, A., Boys, R. J., Golightly, A., Sarson, G. R. and Shukurov, A. (2012) Inference for population dynamics in the Neolithic period. [Data Collection]
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Collection description
We consider parameter estimation for the spread of the Neolithic incipient farming across Europe using radiocarbon dates. We model the arrival time of farming at radiocarbon-dated, early Neolithic sites by a numerical solution to an advancing wavefront. We allow for (technical) uncertainty in the radiocarbon data, lack-of-fit of the deterministic model and use a Gaussian process to smooth spatial deviations from the model. Inference for the parameters in the wavefront model is complicated by the computational cost required to produce a single numerical solution. We therefore employ Gaussian process emulators for the arrival time of the advancing wavefront at each radiocarbon-dated site. We validate our model using predictive simulations.
College / School: | College of Science and Engineering > School of Mathematics and Statistics |
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Date Deposited: | 01 Aug 2014 13:45 |
Enlighten Publications URL: | http://eprints.gla.ac.uk/78453/ |
Related resources: | |
URI: | https://researchdata.gla.ac.uk/id/eprint/41 |
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