Inference of stochastic nonlinear oscillators with applications to physiological problems

Details Inference of stochastic nonlinear oscillators with applications to physiological problems Inference of stochastic nonlinear oscillators with applications to physiological problems

2004-03-25

arxiv.org/abs/physics/0403121v1

Physics

Data Analysis, Statistics and Probability

11 pages, 10 figures, 2 tables Fluctuations and Noise 2004, SPIE Conference, 25-28 May 2004 Gran Hotel Costa Meloneras Maspalo

Scientific paper

10.1117/12.546875

A new method of inferencing of coupled stochastic nonlinear oscillators is described. The technique does not require extensive global optimization, provides optimal compensation for noise-induced errors and is robust in a broad range of dynamical models. We illustrate the main ideas of the technique by inferencing a model of five globally and locally coupled noisy oscillators. Specific modifications of the technique for inferencing hidden degrees of freedom of coupled nonlinear oscillators is discussed in the context of physiological applications.

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