Inference of stochastic nonlinear oscillators with applications to physiological problems

Smelyanskiy, Vadim N. and Luchinsky, Dmitry G. (2004) Inference of stochastic nonlinear oscillators with applications to physiological problems. Proceedings of SPIE - The International Society for Optical Engineering, 5471. pp. 344-354. ISSN 0277-786X

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Abstract

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.

Item Type:
Journal Article
Journal or Publication Title:
Proceedings of SPIE - The International Society for Optical Engineering
Subjects:
ID Code:
133856
Deposited By:
Deposited On:
20 May 2019 09:25
Refereed?:
Yes
Published?:
Published
Last Modified:
25 Mar 2020 03:23