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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.
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"A resource guide for people with diabetes. Describes different forms of diabetes; reviews diagnostic and monitoring tests; examines treatment options including insulin and other medications; explores eating plans and lifestyle modifications to prevent complications; reviews recent research; includes index and resource directory"--Provided by publisher.
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This is an easy to understand guide to diabetes aimed at all those living with the condition. It includes a short history of diabetes, causes, symptoms, possible complications, management (both of diabetes and the associated risk factors), psychological factors and what care to expect.
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Margaret Pollak explores experiences, understandings, and care of diabetes in a Native urban community in Chicago made up of individuals representing more than one hundred tribes from across the United States and Canada.
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