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All publications by Simo Särkkä
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The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes
Simon Lyons, Amos J. Storkey and Simo Särkkä
Advances in Neural Information Processing Systems 25, 2012


State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction
Jouni Hartikainen, Mari Seppänen and Simo Särkkä
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression
Simo Särkkä and Jouni Hartikainen
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012