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Medical Risk Prediction Models
- With Ties to Machine Learning
Engelsk
Bogcover for Medical Risk Prediction Models af Thomas A. Gerds, Michael W. Kattan, 9780367673734
Specifikationer
Sprog:
Engelsk
Sider:
312
ISBN-13:
9780367673734
Indbinding:
Paperback
ISBN-10:
0367673738
Udg. Dato:
29 aug 2022
Størrelse i cm:
15,6 x 23,3 x 2,0
Oplagsdato:
29 aug 2022

Medical Risk Prediction Models

- With Ties to Machine Learning
Engelsk
Paperback 2022
Format:

Bog beskrivelse

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.

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Specifikationer
Sprog:
Engelsk
Sider:
312
ISBN-13:
9780367673734
Indbinding:
Paperback
ISBN-10:
0367673738
Udg. Dato:
29 aug 2022
Størrelse i cm:
15,6 x 23,3 x 2,0
Oplagsdato:
29 aug 2022
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