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Nonlinear systems in medicine.

Many achievements in medicine have come from applying linear theory to problems. Most current methods of data analysis use linear models, which are based on proportionality between two variables and/or relationships described by linear differential equations. However, nonlinear behavior commonly occ...

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Detalles Bibliográficos
Autor principal: Higgins, John P.
Formato: Texto
Lenguaje:English
Publicado: Yale Journal of Biology and Medicine 2002
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2588816/
https://www.ncbi.nlm.nih.gov/pubmed/14580107
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author Higgins, John P.
author_facet Higgins, John P.
author_sort Higgins, John P.
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description Many achievements in medicine have come from applying linear theory to problems. Most current methods of data analysis use linear models, which are based on proportionality between two variables and/or relationships described by linear differential equations. However, nonlinear behavior commonly occurs within human systems due to their complex dynamic nature; this cannot be described adequately by linear models. Nonlinear thinking has grown among physiologists and physicians over the past century, and non-linear system theories are beginning to be applied to assist in interpreting, explaining, and predicting biological phenomena. Chaos theory describes elements manifesting behavior that is extremely sensitive to initial conditions, does not repeat itself and yet is deterministic. Complexity theory goes one step beyond chaos and is attempting to explain complex behavior that emerges within dynamic nonlinear systems. Nonlinear modeling still has not been able to explain all of the complexity present in human systems, and further models still need to be refined and developed. However, nonlinear modeling is helping to explain some system behaviors that linear systems cannot and thus will augment our understanding of the nature of complex dynamic systems within the human body in health and in disease states.
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spelling pubmed-25888162008-11-28 Nonlinear systems in medicine. Higgins, John P. Yale J Biol Med Research Article Many achievements in medicine have come from applying linear theory to problems. Most current methods of data analysis use linear models, which are based on proportionality between two variables and/or relationships described by linear differential equations. However, nonlinear behavior commonly occurs within human systems due to their complex dynamic nature; this cannot be described adequately by linear models. Nonlinear thinking has grown among physiologists and physicians over the past century, and non-linear system theories are beginning to be applied to assist in interpreting, explaining, and predicting biological phenomena. Chaos theory describes elements manifesting behavior that is extremely sensitive to initial conditions, does not repeat itself and yet is deterministic. Complexity theory goes one step beyond chaos and is attempting to explain complex behavior that emerges within dynamic nonlinear systems. Nonlinear modeling still has not been able to explain all of the complexity present in human systems, and further models still need to be refined and developed. However, nonlinear modeling is helping to explain some system behaviors that linear systems cannot and thus will augment our understanding of the nature of complex dynamic systems within the human body in health and in disease states. Yale Journal of Biology and Medicine 2002 /pmc/articles/PMC2588816/ /pubmed/14580107 Text en
spellingShingle Research Article
Higgins, John P.
Nonlinear systems in medicine.
title Nonlinear systems in medicine.
title_full Nonlinear systems in medicine.
title_fullStr Nonlinear systems in medicine.
title_full_unstemmed Nonlinear systems in medicine.
title_short Nonlinear systems in medicine.
title_sort nonlinear systems in medicine.
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2588816/
https://www.ncbi.nlm.nih.gov/pubmed/14580107
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