How Long to Read Personalized Predictive Modeling in Type 1 Diabetes

How Long Does it Take to Read Personalized Predictive Modeling in Type 1 Diabetes?

It takes the average reader 4 hours and 14 minutes to read Personalized Predictive Modeling in Type 1 Diabetes by Eleni I. Georga

Assuming a reading speed of 250 words per minute. Learn more

Description

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

How long is Personalized Predictive Modeling in Type 1 Diabetes?

Personalized Predictive Modeling in Type 1 Diabetes by Eleni I. Georga is 252 pages long, and a total of 63,504 words.

This makes it 85% the length of the average book. It also has 78% more words than the average book.

How Long Does it Take to Read Personalized Predictive Modeling in Type 1 Diabetes Aloud?

The average oral reading speed is 183 words per minute. This means it takes 5 hours and 47 minutes to read Personalized Predictive Modeling in Type 1 Diabetes aloud.

What Reading Level is Personalized Predictive Modeling in Type 1 Diabetes?

Personalized Predictive Modeling in Type 1 Diabetes is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Personalized Predictive Modeling in Type 1 Diabetes?

Personalized Predictive Modeling in Type 1 Diabetes by Eleni I. Georga is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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