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Titlebook: Tackling the Inverse Problem for Non-Autonomous Systems; Application to the L Tomislav Stankovski Book 2014 Springer International Publishi

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书目名称Tackling the Inverse Problem for Non-Autonomous Systems
副标题Application to the L
编辑Tomislav Stankovski
视频video
概述Nominated as an outstanding Ph.D. thesis by the University of Lancaster, UK.Describes a new inference technique for time-evolving coupled systems in the presence of noise.Includes the first reconstruc
丛书名称Springer Theses
图书封面Titlebook: Tackling the Inverse Problem for Non-Autonomous Systems; Application to the L Tomislav Stankovski Book 2014 Springer International Publishi
描述This thesis presents a new method for following evolving interactions between coupled oscillatory systems of the kind that abound in nature. Examples range from the subcellular level, to ecosystems, through climate dynamics, to the movements of planets and stars.  Such systems mutually interact, adjusting their internal clocks, and may correspondingly move between synchronized and non-synchronized states. The thesis describes a way of using Bayesian inference to exploit the presence of random fluctuations, thus analyzing these processes in unprecedented detail.  It first develops the basic theory of interacting oscillators whose frequencies are non-constant, and then applies it to the human heart and lungs as an example. Their coupling function can be used to follow with great precision the transitions into and out of synchronization. The method described has the potential to illuminate the ageing process as well as to improve diagnostics in cardiology, anesthesiology and neuroscience, and yields insights into a wide diversity of natural processes.
出版日期Book 2014
关键词Bayesian Inference and Random Fluctuations; Biomedical Examples of Coupled Oscillators; Climate Dynami
版次1
doihttps://doi.org/10.1007/978-3-319-00753-3
isbn_softcover978-3-319-03291-7
isbn_ebook978-3-319-00753-3Series ISSN 2190-5053 Series E-ISSN 2190-5061
issn_series 2190-5053
copyrightSpringer International Publishing Switzerland 2014
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