Machine Learning in Medicine

by Aeilko H. Zwinderman and Ton J. Cleophas

Book Overview

Preface.- 1 Introduction to machine learning.- 2 Logistic regression for health profiling.- 3 Optimal scaling: discretization.- 4 Optimal scaling: regularization including ridge, lasso, and elastic net regression.- 5 Partial correlations.- 6 Mixed linear modelling.- 7 Binary partitioning.- 8 Item response modelling.- 9 Time-dependent predictor modelling.- 10 Seasonality assessments.- 11 Non-linear modelling.- 12 Artificial intelligence, multilayer...

• Format: Hardcover
• Language: English
• ISBN: 9400758235
• ISBN13: 9789400758230
• Release Date: February 2013
• Publisher: Springer
• Length: 265 Pages
• Weight: 1.27 lbs.
• Dimensions: 0.7" x 6.1" x 9.2"