Personalized Predictive Modeling in Type 1 Diabetes

Written By Eleni I. Georga
Personalized Predictive Modeling in Type 1 Diabetes
  • Publsiher : Academic Press
  • Release : 11 December 2017
  • ISBN : 0128051469
  • Pages : 252 pages
  • Rating : /5 from reviews
GET THIS BOOKPersonalized Predictive Modeling in Type 1 Diabetes


Download or read book entitled Personalized Predictive Modeling in Type 1 Diabetes by author: Eleni I. Georga which was release on 11 December 2017 and published by Academic Press with total page 252 pages . This book available in PDF, EPUB and Kindle Format. Personalized Predictive Modeling in Diabetes features state-of-the-art methodologies and algorithmic approaches which have been applied to predictive modeling of glucose concentration, ranging from simple autoregressive models of the CGM time series to multivariate nonlinear regression techniques of machine learning. Developments in the field have been analyzed with respect to: (i) feature set (univariate or multivariate), (ii) regression technique (linear or non-linear), (iii) learning mechanism (batch or sequential), (iv) development and testing procedure and (v) scaling properties. In addition, simulation models of meal-derived glucose absorption and insulin dynamics and kinetics are covered, as an integral part of glucose predictive models. This book will help engineers and clinicians to: select a regression technique which can capture both linear and non-linear dynamics in glucose metabolism in diabetes, and which exhibits good generalization performance under stationary and non-stationary conditions; ensure the scalability of the optimization algorithm (learning mechanism) with respect to the size of the dataset, provided that multiple days of patient monitoring are needed to obtain a reliable predictive model; select a features set which efficiently represents both spatial and temporal dependencies between the input variables and the glucose concentration; select simulation models of subcutaneous insulin absorption and meal absorption; identify an appropriate validation procedure, and identify realistic performance measures. Describes fundamentals of modeling techniques as applied to glucose control Covers model selection process and model validation Offers computer code on a companion website to show implementation of models and algorithms Features the latest developments in the field of diabetes predictive modeling

Personalized Predictive Modeling in Type 1 Diabetes

Personalized Predictive Modeling in Type 1 Diabetes
  • Author : Eleni I. Georga,Dimitrios I Fotiadis,Stelios K. Tigas
  • Publisher : Academic Press
  • Release Date : 2017-12-11
  • Total pages : 252
  • ISBN : 0128051469
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Summary : Personalized Predictive Modeling in Diabetes features state-of-the-art methodologies and algorithmic approaches which have been applied to predictive modeling of glucose concentration, ranging from simple autoregressive models of the CGM time series to multivariate nonlinear regression techniques of machine learning. Developments in the field have been analyzed with respect to: (i) ...

Data driven Modeling for Diabetes

Data driven Modeling for Diabetes
  • Author : Vasilis Marmarelis,Georgios Mitsis
  • Publisher : Springer Science & Business
  • Release Date : 2014-04-22
  • Total pages : 237
  • ISBN : 0128051469
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Summary : This contributed volume presents computational models of diabetes that quantify the dynamic interrelationships among key physiological variables implicated in the underlying physiology under a variety of metabolic and behavioral conditions. These variables comprise for example blood glucose concentration and various hormones such as insulin, glucagon, epinephrine, norepinephrine as well as ...

FIRST ASSESSMENT OF THE PERFORMANCE OF A PERSONALIZED MACHINE LEARNING APPROACH TO PREDICTING BLOOD GLUCOSE LEVELS IN PATIENTS WITH TYPE 1 DIABETES THE CDDIAB STUDY

FIRST ASSESSMENT OF THE PERFORMANCE OF A PERSONALIZED MACHINE LEARNING APPROACH TO PREDICTING BLOOD GLUCOSE LEVELS IN PATIENTS WITH TYPE 1 DIABETES  THE CDDIAB STUDY
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN : 0128051469
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Summary : BackgroundPatients with type 1 diabetes (T1D) make their decisions for insulin delivery from available past and present blood glucose (BG) data and the expected effects on BG of forthcoming meals and activities according to education rules and their own experience. Enriched information on predicted BG glucose evolution could help them ...

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  • Publisher : Springer
  • Release Date : 2015-11-24
  • Total pages : 265
  • ISBN : 0128051469
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Summary : This book tackles the problem of overshoot and undershoot in blood glucose levels caused by delay in the effects of carbohydrate consumption and insulin administration. The ideas presented here will be very important in maintaining the welfare of insulin-dependent diabetics and avoiding the damaging effects of unpredicted swings in blood ...

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  • Publisher : Springer Nature
  • Release Date : 2021-05-13
  • Total pages : 212
  • ISBN : 0128051469
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Summary : Read online Explainable AI in Healthcare and Medicine written by Arash Shaban-Nejad, published by Springer Nature which was released on . Download full Explainable AI in Healthcare and Medicine Books now! Available in PDF, ePub and Kindle....

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  • Release Date : 2007-11-26
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Summary : Gainesville, FL, U.S.A. 28-30 March 2007...

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Automated Reasoning for Systems Biology and Medicine
  • Author : Pietro Liò,Paolo Zuliani
  • Publisher : Springer
  • Release Date : 2019-06-11
  • Total pages : 474
  • ISBN : 0128051469
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Summary : This book presents outstanding contributions in an exciting, new and multidisciplinary research area: the application of formal, automated reasoning techniques to analyse complex models in systems biology and systems medicine. Automated reasoning is a field of computer science devoted to the development of algorithms that yield trustworthy answers, providing a ...

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  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2009
  • Total pages : 212
  • ISBN : 0128051469
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Summary : Read online BMJ written by , published by which was released on 2009. Download full BMJ Books now! Available in PDF, ePub and Kindle....

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Summary : Read online Dissertation Abstracts International written by , published by which was released on 2007. Download full Dissertation Abstracts International Books now! Available in PDF, ePub and Kindle....

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  • Publisher : Nova Science Pub Incorporated
  • Release Date : 2009
  • Total pages : 621
  • ISBN : 0128051469
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Summary : Predictive, preventive and personalised medicine offers great promise for the future practice of medicine. Essential components of this approach include well-organised population screening protocols utilising novel diagnostic biomarkers of disease states, targeted prevention of common human pathologies, optimal treatment planning and personalised medicine thereby resulting in substantial improvement of the ...

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  • Publisher : IOS Press
  • Release Date : 2018-05-18
  • Total pages : 996
  • ISBN : 0128051469
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Summary : The domain of eHealth faces ongoing challenges to deliver 21st century healthcare. Digitalization, capacity building and user engagement with truly interdisciplinary and cross-domain collaboration are just a few of the areas which must be addressed. This book presents 190 full papers from the Medical Informatics Europe (MIE 2018) conference, held in Gothenburg, ...

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  • Release Date : 2009-08
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Summary : Read online Cancer Research written by , published by which was released on 2009-08. Download full Cancer Research Books now! Available in PDF, ePub and Kindle....

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  • Author : Anonim
  • Publisher : ScholarlyEditions
  • Release Date : 2012-01-09
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  • ISBN : 0128051469
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Summary : Issues in Information Science: Informatics / 2011 Edition is a ScholarlyEditions™ eBook that delivers timely, authoritative, and comprehensive information about Information Science—Informatics. The editors have built Issues in Information Science: Informatics: 2011 Edition on the vast information databases of ScholarlyNews.™ You can expect the information about Information Science—Informatics in this eBook ...

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  • Author : British Psychological Society
  • Publisher : Unknown
  • Release Date : 2004
  • Total pages : 212
  • ISBN : 0128051469
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Summary : Read online Proceedings of the British Psychological Society written by British Psychological Society, published by which was released on 2004. Download full Proceedings of the British Psychological Society Books now! Available in PDF, ePub and Kindle....

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Summary : Read online Genetic Engineering Biotechnology News written by , published by which was released on 2008. Download full Genetic Engineering Biotechnology News Books now! Available in PDF, ePub and Kindle....