eBook - ePub

Medical Risk Prediction Models

Name: Medical Risk Prediction Models
Author: Thomas A. Gerds,Michael W. Kattan

With Ties to Machine Learning

Thomas A. Gerds,

Michael W. Kattan,

312 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Medical Risk Prediction Models

With Ties to Machine Learning

Thomas A. Gerds,

Michael W. Kattan,

About this book

Medical Risk Prediction Models: With Ties to Machine Learning is a hands-on book for clinicians, epidemiologists, and professional statisticians who need to make or evaluate a statistical prediction model based on data. The subject of the book is the patient's individualized probability of a medical event within a given time horizon. Gerds and Kattan describe the mathematical details of making and evaluating a statistical prediction model in a highly pedagogical manner while avoiding mathematical notation. Read this book when you are in doubt about whether a Cox regression model predicts better than a random survival forest.

Features:

All you need to know to correctly make an online risk calculator from scratch
Discrimination, calibration, and predictive performance with censored data and competing risks
R-code and illustrative examples
Interpretation of prediction performance via benchmarks
Comparison and combination of rival modeling strategies via cross-validation

Thomas A. Gerds is a professor at the Biostatistics Unit at the University of Copenhagen and is affiliated with the Danish Heart Foundation. He is the author of several R-packages on CRAN and has taught statistics courses to non-statisticians for many years.

Michael W. Kattan is a highly cited author and Chair of the Department of Quantitative Health Sciences at Cleveland Clinic. He is a Fellow of the American Statistical Association and has received two awards from the Society for Medical Decision Making: the Eugene L. Saenger Award for Distinguished Service, and the John M. Eisenberg Award for Practical Application of Medical Decision-Making Research.

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Yes, you can access Medical Risk Prediction Models by Thomas A. Gerds,Michael W. Kattan in PDF and/or ePUB format, as well as other popular books in Mathematics & Biostatistics. We have over one million books available in our catalogue for you to explore.