Niu, M., Filippone, M., Husmeier, D. and Rogers, S. (2015) Inference in Nonlinear Differential Equations. In: 30th International Workshop on Statistical Modelling, Linz, Austria, 06-10 Jul 2015, pp. 187-190.
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108342.pdf - Accepted Version 242kB |
Publisher's URL: http://ifas.jku.at/iwsm2015/
Abstract
Parameter inference in mechanistic models of coupled differential equations is a challenging problem. We propose a new method using kernel ridge regression in Reproducing Kernel Hilbert Spaces (RKHS). A three-step gradient matching algorithm is developed and applied to a realistic biochemical model.
| Item Type: | Conference Proceedings |
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| Status: | Published |
| Refereed: | Yes |
| Glasgow Author(s) Enlighten ID: | Husmeier, Professor Dirk and Rogers, Dr Simon and Filippone, Dr Maurizio and Niu, Dr Mu |
| Authors: | Niu, M., Filippone, M., Husmeier, D., and Rogers, S. |
| College/School: | College of Science and Engineering > School of Computing Science College of Science and Engineering > School of Mathematics and Statistics > Statistics |
| Copyright Holders: | Copyright © 2015 The Authors |
| Publisher Policy: | Reproduced with the permission of the authors |
| Data DOI: | 10.5525/gla.researchdata.284 |
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