Personalized Predictive Modeling in Type 1 Diabetes
  • Author : Eleni I. Georga
  • Release Date : 11 December 2017
  • Publisher : Academic Press
  • Genre : Medical
  • Pages : 252
  • ISBN 13 : 9780128051467

Personalized Predictive Modeling in Type 1 Diabetes 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) 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
Genre : Medical
Total View : 3261 Views
File Size : 41,6 Mb
Get Book

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
Genre : Technology & Engineering
Total View : 282 Views
File Size : 53,7 Mb
Get Book

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 ...

Neural Information Processing

Neural Information Processing

Author : Tom Gedeon,Kok Wai Wong,Minho Lee
Publisher : Springer Nature
Genre : Computers
Total View : 9162 Views
File Size : 54,6 Mb
Get Book

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 ...

Proceedings of the 22nd Engineering Applications of Neural Networks Conference

Proceedings of the 22nd Engineering Applications of Neural Networks Conference

Author : Lazaros Iliadis,John Macintyre,Chrisina Jayne,Elias Pimenidis
Publisher : Springer Nature
Genre : Technology & Engineering
Total View : 5548 Views
File Size : 45,9 Mb
Get Book

This book contains the proceedings of the 22nd EANN “Engineering Applications of Neural Networks” 2021 that comprise of research papers on both theoretical foundations and cutting-edge applications of artificial intelligence. Based on the discussed research areas, emphasis is given in advances of machine learning (ML) focusing on the following algorithms-approaches: Augmented ...

Neural Information Processing

Neural Information Processing

Author : Chi-Sing Leung,Minho Lee,Jonathan H. Chan
Publisher : Springer
Genre : Computers
Total View : 5937 Views
File Size : 47,8 Mb
Get Book

th This two-volume set constitutes the Proceedings of the 16 International Conference on Neural Information Processing (ICONIP 2009), held in Bangkok, Thailand, during December 1–5, 2009. ICONIP is a world-renowned international conference that is held annually in the Asia-Pacific region. This prestigious event is sponsored by the Asia Pacific Neural Network Assembly (APNNA), and ...

Artificial Intelligence and Big Data Analytics for Smart Healthcare

Artificial Intelligence and Big Data Analytics for Smart Healthcare

Author : Miltiadis Lytras,Akila Sarirete,Anna Visvizi,Kwok Tai Chui
Publisher : Academic Press
Genre : Business & Economics
Total View : 6139 Views
File Size : 52,7 Mb
Get Book

Artificial Intelligence and Big Data Analytics for Smart Healthcare serves as a key reference for practitioners and experts involved in healthcare as they strive to enhance the value added of healthcare and develop more sustainable healthcare systems. It brings together insights from emerging sophisticated information and communication technologies such as ...

Biopharmaceutics and Pharmacokinetics Considerations

Biopharmaceutics and Pharmacokinetics Considerations

Author : Anonim
Publisher : Academic Press
Genre : Medical
Total View : 5008 Views
File Size : 55,5 Mb
Get Book

Biopharmaceutics and Pharmacokinetics Considerations examines the history of biopharmaceutics and pharmacokinetics. The book provides a biopharmaceutics and pharmacokinetics approach to addressing issues in formulation development and ethical considerations in handling animals. Written by experts in the field, this volume within the Advances in Pharmaceutical Product Development and Research series deepens ...

Genomic and Personalized Medicine

Genomic and Personalized Medicine

Author : Anonim
Publisher : Academic Press
Genre : Science
Total View : 332 Views
File Size : 47,5 Mb
Get Book

This two-volume set — winner of a 2013 Highly Commended BMA Medical Book Award for Medicine — provides an in-depth look at one of the most promising avenues for advances in the diagnosis, prevention and treatment of human disease. The inclusion of the latest information on diagnostic testing, population screening, predicting disease susceptibility, ...