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 : 4/5 from 21 reviews
GET THIS BOOKPersonalized Predictive Modeling in Type 1 Diabetes


Read or download book entitled Personalized Predictive Modeling in Type 1 Diabetes written by Eleni I. Georga which was release on 11 December 2017, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: 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
GET BOOK

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) ...

Personalized Predictive Modelling in Type1 Diabetes

Personalized Predictive Modelling in Type1 Diabetes
  • Author : Eleni I. Georga,Dimitrios I. Fotiadis,Stelios K. Tigas
  • Publisher : Academic Press
  • Release Date : 2017-11-24
  • Total pages : 300
  • 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) ...

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Neural Information Processing
  • Author : Tom Gedeon,Kok Wai Wong,Minho Lee
  • Publisher : Springer Nature
  • Release Date : 2019-12-10
  • Total pages : 649
  • ISBN : 0128051469
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Summary : The three-volume set of LNCS 11953, 11954, and 11955 constitutes the proceedings of the 26th International Conference on Neural Information Processing, ICONIP 2019, held in Sydney, Australia, in December 2019. The 173 full papers presented were carefully reviewed and selected from 645 submissions. The papers address the emerging topics of theoretical research, empirical studies, and applications of ...

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

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  • 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 : Academic Press
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  • ISBN : 0128051469
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Summary : Artificial Intelligence in Precision Health: From Concept to Applications provides a readily available resource to understand artificial intelligence and its real time applications in precision medicine in practice. Written by experts from different countries and with diverse background, the content encompasses accessible knowledge easily understandable for non-specialists in computer sciences. ...

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Summary : Gainesville, FL, U.S.A. 28-30 March 2007...

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  • Author : Anonim
  • Publisher : Unknown
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Summary : Download or read online Dissertation Abstracts International written by , published by which was released on 2007. Get Dissertation Abstracts International Books now! Available in PDF, ePub and Kindle....

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Summary : Download or read online BMJ written by , published by which was released on 2009. Get BMJ Books now! Available in PDF, ePub and Kindle....

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  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN : 0128051469
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Summary : Background and AimsPEPPER (Patient Empowerment through Predictive PERsonalised decision support) is an EU-funded research project which aims to improve the self-management behaviour of adults with type 1 diabetes (T1D). Human factors and ergonomics play a key role in the development of this system. MethodThe usability engineering process for PEPPER adheres ...

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  • ISBN : 0128051469
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Summary : Download or read online Cancer Research written by , published by which was released on 2009-08. Get Cancer Research Books now! Available in PDF, ePub and Kindle....

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  • ISBN : 0128051469
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Summary : Download or read online Library Information Science Abstracts written by , published by which was released on 2004. Get Library Information Science Abstracts Books now! Available in PDF, ePub and Kindle....

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  • ISBN : 0128051469
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Summary : Download or read online Dr hy ya ag hyas trau tti written by , published by which was released on . Get Dr hy ya ag hyas trau tti Books now! Available in PDF, ePub and Kindle....

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Summary : Download or read online Ethnicity Disease written by , published by which was released on 2003. Get Ethnicity Disease Books now! Available in PDF, ePub and Kindle....

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Summary : Today's consumer can send a company a DNA sample and receive a detailed set of genetic test results in return all without ever visiting a health care provider. Although knowing one's personal risk for serious disease may lead some individuals to make more informed health choices, an ever-growing set of ...

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  • Author : Anonim
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  • Release Date : 2004-07
  • Total pages : 212
  • ISBN : 0128051469
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Summary : Download or read online American Journal of Public Health written by , published by which was released on 2004-07. Get American Journal of Public Health Books now! Available in PDF, ePub and Kindle....