Machine Learning in Medicine: Part Two
Author:   Ton J. Cleophas ,  Aeilko H. Zwinderman
Publisher:   Springer
Edition:   2013 ed.
ISBN:  

9789400768857


Pages:   231
Publication Date:   12 June 2013
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Machine Learning in Medicine: Part Two


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Author:   Ton J. Cleophas ,  Aeilko H. Zwinderman
Publisher:   Springer
Imprint:   Springer
Edition:   2013 ed.
Dimensions:   Width: 15.50cm , Height: 1.50cm , Length: 23.50cm
Weight:   0.541kg
ISBN:  

9789400768857


ISBN 10:   9400768850
Pages:   231
Publication Date:   12 June 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction to Machine Learning Part Two.- Two-stage Least Squares.- Multiple Imputations.- Bhattacharya Analysis.- Quality-of-life (QOL) Assessments with Odds Ratios.- Logistic Regression for Assessing Novel Diagnostic Tests against Control.- Validating Surrogate Endpoints.- Two-dimensional Clustering.- Multidimensional Clustering.- Anomaly Detection.- Association Rule Analysis.- Multidimensional Scaling.- Correspondence Analysis.- Multivariate Analysis of Time Series.- Support Vector Machines.- Bayesian Networks.- Protein and DNA Sequence Mining.- Continuous Sequential Techniques.- Discrete Wavelet Analysis.- Machine Learning and Common Sense.- Statistical Tables.- Index.

Reviews

From the reviews: This is the second volume of a novel publication on machine learning in medicine that details statistical analysis of complex data with many variables. ... The intended audience includes physicians, clinical researchers, physicians in training, statisticians, and medical students as well as master's and doctoral students in biostatistics and epidemiology. ... The simple language and well-organized chapters are unsurpassed attributes of this book. It is an exceptional resource for a quick review of machine learning in medicine. (Goral Panchal, Doody's Book Reviews, October, 2013)


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