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Approximate parameter inference in a stochastic reaction-diffusion model
Citation key Ruttor:2010:API
Author Andreas Ruttor and Manfred Opper
Title of Book Proceedings of The Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010
Pages 669-676
Year 2010
Volume 9
Editor Y. W. Teh and M. Titterington
Publisher JMLR
Series JMLR: Workshop and Conference Proceedings
Abstract We present an approximate inference approach to parameter estimation in a spatio - temporal stochastic process of the reaction diffusion type. The continuous space limit of an inference method for Markov jump processes leads to an approximation which is related to a spatial Gaussian process. An efficient solution in feature space using a Fourier basis is applied to inference on simulational data.
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