Data Driven Modeling For Diabetes

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Data-driven Modeling for Diabetes

Author : Vasilis Marmarelis
Publisher : Springer Science & Business
ISBN 13 : 3642544649
Total Pages : 237 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Data-driven Modeling for Diabetes by : Vasilis Marmarelis

Download or read book Data-driven Modeling for Diabetes written by Vasilis Marmarelis and published by Springer Science & Business. This book was released on 2014-04-22 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 cortisol. The presented models provide a powerful diagnostic tool but may also enable treatment via long-term glucose regulation in diabetics through closed-look model-reference control using frequent insulin infusions, which are administered by implanted programmable micro-pumps. This research volume aims at presenting state-of-the-art research on this subject and demonstrating the potential applications of modeling to the diagnosis and treatment of diabetes. The target audience primarily comprises research and experts in the field but the book may also be beneficial for graduate students.

Personalized Predictive Modeling in Type 1 Diabetes

Author : Eleni I. Georga
Publisher : Academic Press
ISBN 13 : 0128051469
Total Pages : 252 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Personalized Predictive Modeling in Type 1 Diabetes by : Eleni I. Georga

Download or read book Personalized Predictive Modeling in Type 1 Diabetes written by Eleni I. Georga and published by Academic Press. This book was released on 2017-12-11 with total page 252 pages. Available in PDF, EPUB and Kindle. 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

Artificial Intelligence in Medicine

Author : David Riaño
Publisher : Springer
ISBN 13 : 303021642X
Total Pages : 431 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Artificial Intelligence in Medicine by : David Riaño

Download or read book Artificial Intelligence in Medicine written by David Riaño and published by Springer. This book was released on 2019-06-19 with total page 431 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 17th Conference on Artificial Intelligence in Medicine, AIME 2019, held in Poznan, Poland, in June 2019. The 22 revised full and 31 short papers presented were carefully reviewed and selected from 134 submissions. The papers are organized in the following topical sections: deep learning; simulation; knowledge representation; probabilistic models; behavior monitoring; clustering, natural language processing, and decision support; feature selection; image processing; general machine learning; and unsupervised learning.

Emerging Trends in Data Driven Computing and Communications

Author : Rajeev Mathur
Publisher : Springer Nature
ISBN 13 : 9811639159
Total Pages : 350 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Emerging Trends in Data Driven Computing and Communications by : Rajeev Mathur

Download or read book Emerging Trends in Data Driven Computing and Communications written by Rajeev Mathur and published by Springer Nature. This book was released on 2021-09-27 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes best selected, high-quality research papers presented at International Conference on Data Driven Computing and IoT (DDCIoT 2021) organized jointly by Geetanjali Institute of Technical Studies (GITS), Udaipur, and Rajasthan Technical University, Kota, India, during March 20–21, 2021. This book presents influential ideas and systems in the field of data driven computing, information technology, and intelligent systems.

Diabetes Digital Health

Author : David C. Klonoff
Publisher : Elsevier
ISBN 13 : 0128174862
Total Pages : 311 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Diabetes Digital Health by : David C. Klonoff

Download or read book Diabetes Digital Health written by David C. Klonoff and published by Elsevier. This book was released on 2020-04-04 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetes Digital Health brings together the multifaceted information surrounding the science of digital health from an academic, regulatory, industrial, investment and cybersecurity perspective. Clinicians and researchers who are developing and evaluating mobile apps for diabetes patients will find this essential reading, as will industry people whose companies are developing mobile apps and sensors. Provides valuable information for clinicians, researchers and industry about the design and evaluation of patient-facing diabetes adherence technologies Highlights cutting-edge topics that are presented and discussed at the Digital Diabetes Congress

Diabetes and Fundus OCT

Author : Ayman S. El-Baz
Publisher : Elsevier
ISBN 13 : 0128174412
Total Pages : 434 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Diabetes and Fundus OCT by : Ayman S. El-Baz

Download or read book Diabetes and Fundus OCT written by Ayman S. El-Baz and published by Elsevier. This book was released on 2020-04-02 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetes and Fundus OCT brings together a stellar cast of authors who review the computer-aided diagnostic (CAD) systems developed to diagnose non-proliferative diabetic retinopathy in an automated fashion using Fundus and OCTA images. Academic researchers, bioengineers, new investigators and students interested in diabetes and retinopathy need an authoritative reference to bring this multidisciplinary field together to help reduce the amount of time spent on source-searching and instead focus on actual research and the clinical application. This reference depicts the current clinical understanding of diabetic retinopathy, along with the many scientific advances in understanding this condition. As the role of optical coherence tomography (OCT) in the assessment and management of diabetic retinopathy has become significant in understanding the vireo retinal relationships and the internal architecture of the retina, this information is more critical than ever. Includes unique information for academic clinicians, researchers and bioengineers Provides insights needed to understand the imaging modalities involved, the unmet clinical need that is being addressed, and the engineering and technical approaches applied Brings together details on the retinal vasculature in diabetics as imaged by optical coherence tomography angiography and automated detection of retinal disease

The Elements of Big Data Value

Author : Edward Curry
Publisher : Springer Nature
ISBN 13 : 3030681769
Total Pages : 399 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis The Elements of Big Data Value by : Edward Curry

Download or read book The Elements of Big Data Value written by Edward Curry and published by Springer Nature. This book was released on 2021-08-01 with total page 399 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents the foundations of the Big Data research and innovation ecosystem and the associated enablers that facilitate delivering value from data for business and society. It provides insights into the key elements for research and innovation, technical architectures, business models, skills, and best practices to support the creation of data-driven solutions and organizations. The book is a compilation of selected high-quality chapters covering best practices, technologies, experiences, and practical recommendations on research and innovation for big data. The contributions are grouped into four parts: · Part I: Ecosystem Elements of Big Data Value focuses on establishing the big data value ecosystem using a holistic approach to make it attractive and valuable to all stakeholders. · Part II: Research and Innovation Elements of Big Data Value details the key technical and capability challenges to be addressed for delivering big data value. · Part III: Business, Policy, and Societal Elements of Big Data Value investigates the need to make more efficient use of big data and understanding that data is an asset that has significant potential for the economy and society. · Part IV: Emerging Elements of Big Data Value explores the critical elements to maximizing the future potential of big data value. Overall, readers are provided with insights which can support them in creating data-driven solutions, organizations, and productive data ecosystems. The material represents the results of a collective effort undertaken by the European data community as part of the Big Data Value Public-Private Partnership (PPP) between the European Commission and the Big Data Value Association (BDVA) to boost data-driven digital transformation.

Atlas of Diabetes

Author : Jay Skyler
Publisher : Springer Science & Business Media
ISBN 13 : 1461410274
Total Pages : 424 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Atlas of Diabetes by : Jay Skyler

Download or read book Atlas of Diabetes written by Jay Skyler and published by Springer Science & Business Media. This book was released on 2012-04-04 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook is an invaluable resource for improving the management of diabetes. Chapters cover the fundamentals, including epidemiology, history and physical examination, and functional evaluations. Diabetes in children, adolescents, adults, and geriatrics are addressed. Differential diagnosis is emphasized, and evidence-based guidelines and patient-specific considerations aid the reader with injury evaluation and care. Notably, the book highlights the importance of understanding diabetic symptoms when determining the source of illnesses. In addition, the text presents the spectrum of treatment options for diabetes. The book is complete with appendices that explain the evidence-based approach used throughout and the science behind therapeutic modalities.

Social, Cultural, and Behavioral Modeling

Author : Robert Thomson
Publisher : Springer
ISBN 13 : 3030217418
Total Pages : 304 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Social, Cultural, and Behavioral Modeling by : Robert Thomson

Download or read book Social, Cultural, and Behavioral Modeling written by Robert Thomson and published by Springer. This book was released on 2019-06-18 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 12th International Conference on Social, Cultural, and Behavioral Modeling, SBP-BRiMS 2019, held in Washington, DC, USA, in July 2019. The total of 28 papers presented in this volume was carefully reviewed and selected from 72 submissions. The papers in this volume show, people, theories, methods and data from a wide number of disciplines including computer science, psychology, sociology, communication science, public health, bioinformatics, political science, and organizational science. Numerous types of computational methods are used include, but not limited to, machine learning, language technology, social network analysis and visualization, agent-based simulation, and statistics.

Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions

Author : Fotiadis, Dimitrios I.
Publisher : IGI Global
ISBN 13 : 1466688297
Total Pages : 660 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions by : Fotiadis, Dimitrios I.

Download or read book Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions written by Fotiadis, Dimitrios I. and published by IGI Global. This book was released on 2015-08-26 with total page 660 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stemming from environmental, genetic, and situational factors, chronic disease is a critical concern in modern medicine. Managing treatment and controlling symptoms is imperative to the longevity and quality of life of patients with such diseases. The Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions features current research on the diagnosis, monitoring, management, and treatment of recurring diseases such as diabetes, Parkinson's disease, autoimmune disorders, and others. This handbook is intended for practitioners and researchers across various disciplines including, but not limited to, biology, biomedical engineering, computer science, and information and communication technologies. Aimed at identifying new disease determinants and the way in which new technologies can contribute to improved health outcomes, this handbook covers a variety of topics, including wearable and mobile technologies, capillaroscopy imaging, diagnostic and monitoring methods, and disease prediction modeling, among others.

Machine Learning and Data Mining

Author : Igor Kononenko
Publisher : Horwood Publishing
ISBN 13 : 9781904275213
Total Pages : 484 pages
Book Rating : 4.2/5 (752 download)

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Book Synopsis Machine Learning and Data Mining by : Igor Kononenko

Download or read book Machine Learning and Data Mining written by Igor Kononenko and published by Horwood Publishing. This book was released on 2007-04-30 with total page 484 pages. Available in PDF, EPUB and Kindle. Book excerpt: Good data mining practice for business intelligence (the art of turning raw software into meaningful information) is demonstrated by the many new techniques and developments in the conversion of fresh scientific discovery into widely accessible software solutions. Written as an introduction to the main issues associated with the basics of machine learning and the algorithms used in data mining, this text is suitable foradvanced undergraduates, postgraduates and tutors in a wide area of computer science and technology, as well as researchers looking to adapt various algorithms for particular data mining tasks. A valuable addition to libraries and bookshelves of the many companies who are using the principles of data mining to effectively deliver solid business and industry solutions.

Intelligent Data Analysis for Biomedical Applications

Author : Hemanth D. Jude
Publisher : Academic Press
ISBN 13 : 0128156430
Total Pages : 294 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Intelligent Data Analysis for Biomedical Applications by : Hemanth D. Jude

Download or read book Intelligent Data Analysis for Biomedical Applications written by Hemanth D. Jude and published by Academic Press. This book was released on 2019-03-15 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligent Data Analysis for Biomedical Applications: Challenges and Solutions presents specialized statistical, pattern recognition, machine learning, data abstraction and visualization tools for the analysis of data and discovery of mechanisms that create data. It provides computational methods and tools for intelligent data analysis, with an emphasis on problem-solving relating to automated data collection, such as computer-based patient records, data warehousing tools, intelligent alarming, effective and efficient monitoring, and more. This book provides useful references for educational institutions, industry professionals, researchers, scientists, engineers and practitioners interested in intelligent data analysis, knowledge discovery, and decision support in databases. Provides the methods and tools necessary for intelligent data analysis and gives solutions to problems resulting from automated data collection Contains an analysis of medical databases to provide diagnostic expert systems Addresses the integration of intelligent data analysis techniques within biomedical information systems

The Diabetes Code

Author : Dr. Jason Fung
Publisher : Greystone Books Ltd
ISBN 13 : 1771642661
Total Pages : 261 pages
Book Rating : 4.7/5 (716 download)

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Book Synopsis The Diabetes Code by : Dr. Jason Fung

Download or read book The Diabetes Code written by Dr. Jason Fung and published by Greystone Books Ltd. This book was released on 2018-04-03 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: FROM NEW YORK TIMES BESTSELLING AUTHOR DR. JASON FUNG • “The doctor who invented intermittent fasting.” —The Daily Mail “Dr. Fung reveals how [type 2 diabetes] can be prevented and also reversed using natural dietary methods instead of medications … This is an important and timely book. Highly recommended.” —Dr. Mark Hyman, author of The Pegan Diet “Dr. Jason Fung has done it again. … Get this book!” —Dr. Steven R. Gundry, author of The Plant Paradox Everything you believe about treating type 2 diabetes is wrong. Today, most doctors, dietitians, and even diabetes specialists consider type 2 diabetes to be a chronic and progressive disease—a life sentence with no possibility of parole. But the truth, as Dr. Fung reveals in this groundbreaking book, is that type 2 diabetes is reversible. Writing with clear, persuasive language, Dr. Fung explains why conventional treatments that rely on insulin or other blood-glucose-lowering drugs can actually exacerbate the problem, leading to significant weight gain and even heart disease. The only way to treat type 2 diabetes effectively, he argues, is proper dieting and intermittent fasting—not medication. “The Diabetes Code is unabashedly provocative yet practical ... a clear blueprint for everyone to take control of their blood sugar, their health, and their lives.”—Dr. Will Cole, author of Intuitive Fasting

Healthcare Policy and Reform: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 1522569162
Total Pages : 1594 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Healthcare Policy and Reform: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Healthcare Policy and Reform: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2018-08-03 with total page 1594 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industry professionals, government officials, and the general public often agree that the modern healthcare system is in need of an overhaul. With many organizations concerned with the long-term care of patients, new strategies, practices, and organizational tools must be developed to optimize the current healthcare system. Healthcare Policy and Reform: Concepts, Methodologies, Tools, and Applications is a comprehensive source of academic material on the importance of policy and policy reform initiatives in modern healthcare systems. Highlighting a range of topics such as public health, effective care delivery, and health information systems, this multi-volume book is designed for medical practitioners, medical administrators, professionals, academicians, and researchers interested in all aspects of healthcare policy and reform.

Perspectives in digital health and big data in medicine: Current trends, professional challenges, and ethical, legal, and social implications

Download Perspectives in digital health and big data in medicine: Current trends, professional challenges, and ethical, legal, and social implications PDF Online Free

Author : João Valente Cordeiro
Publisher : Frontiers Media SA
ISBN 13 : 2832537049
Total Pages : 291 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Perspectives in digital health and big data in medicine: Current trends, professional challenges, and ethical, legal, and social implications by : João Valente Cordeiro

Download or read book Perspectives in digital health and big data in medicine: Current trends, professional challenges, and ethical, legal, and social implications written by João Valente Cordeiro and published by Frontiers Media SA. This book was released on 2023-10-25 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Prevention and Treatment of Missing Data in Clinical Trials

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 030918651X
Total Pages : 163 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis The Prevention and Treatment of Missing Data in Clinical Trials by : National Research Council

Download or read book The Prevention and Treatment of Missing Data in Clinical Trials written by National Research Council and published by National Academies Press. This book was released on 2010-12-21 with total page 163 pages. Available in PDF, EPUB and Kindle. Book excerpt: Randomized clinical trials are the primary tool for evaluating new medical interventions. Randomization provides for a fair comparison between treatment and control groups, balancing out, on average, distributions of known and unknown factors among the participants. Unfortunately, these studies often lack a substantial percentage of data. This missing data reduces the benefit provided by the randomization and introduces potential biases in the comparison of the treatment groups. Missing data can arise for a variety of reasons, including the inability or unwillingness of participants to meet appointments for evaluation. And in some studies, some or all of data collection ceases when participants discontinue study treatment. Existing guidelines for the design and conduct of clinical trials, and the analysis of the resulting data, provide only limited advice on how to handle missing data. Thus, approaches to the analysis of data with an appreciable amount of missing values tend to be ad hoc and variable. The Prevention and Treatment of Missing Data in Clinical Trials concludes that a more principled approach to design and analysis in the presence of missing data is both needed and possible. Such an approach needs to focus on two critical elements: (1) careful design and conduct to limit the amount and impact of missing data and (2) analysis that makes full use of information on all randomized participants and is based on careful attention to the assumptions about the nature of the missing data underlying estimates of treatment effects. In addition to the highest priority recommendations, the book offers more detailed recommendations on the conduct of clinical trials and techniques for analysis of trial data.

Data-Driven Model-Free Controllers

Author : Radu-Emil Precup
Publisher : CRC Press
ISBN 13 : 1000519589
Total Pages : 402 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Data-Driven Model-Free Controllers by : Radu-Emil Precup

Download or read book Data-Driven Model-Free Controllers written by Radu-Emil Precup and published by CRC Press. This book was released on 2021-12-27 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book categorizes the wide area of data-driven model-free controllers, reveals the exact benefits of such controllers, gives the in-depth theory and mathematical proofs behind them, and finally discusses their applications. Each chapter includes a section for presenting the theory and mathematical definitions of one of the above mentioned algorithms. The second section of each chapter is dedicated to the examples and applications of the corresponding control algorithms in practical engineering problems. This book proposes to avoid complex mathematical equations, being generic as it includes several types of data-driven model-free controllers, such as Iterative Feedback Tuning controllers, Model-Free Controllers (intelligent PID controllers), Model-Free Adaptive Controllers, model-free sliding mode controllers, hybrid model‐free and model‐free adaptive‐Virtual Reference Feedback Tuning controllers, hybrid model-free and model-free adaptive fuzzy controllers and cooperative model-free controllers. The book includes the topic of optimal model-free controllers, as well. The optimal tuning of model-free controllers is treated in the chapters that deal with Iterative Feedback Tuning and Virtual Reference Feedback Tuning. Moreover, the extension of some model-free control algorithms to the consensus and formation-tracking problem of multi-agent dynamic systems is provided. This book can be considered as a textbook for undergraduate and postgraduate students, as well as a professional reference for industrial and academic researchers, attracting the readers from both industry and academia.