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2x2 Matrix: Contingency, Confusion and the Metrics of Binary Classification

Larner, Andrew
2x2 Matrix: Contingency, Confusion and the Metrics of Binary Classification Cover Image
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Book Information
Edition: 1st
Publisher: Springer Nature
ISBN: 3-030-74919-3 (3030749193)
ISBN-13: 978-3-030-74919-4 (9783030749194)
New Edition: 3-031-47193-8
Binding: Softcover
Copyright: 2022
Publish Date: 01/22
Weight: 0.00 Lbs.
Pages: 182
Subject Class: BIO (Biostatistics and Epidemiology)
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Class Specifications
Abstract: This book presents and discussesthe numerous measures of test performance that can be derived from 2x2 tables.Worked examples based on pragmatic test accuracy study data are used in chapters to illustrate relevance to day-to-day clinical practice. Readers will gain a good understanding of sensitivity and specificity and predictive values along with many other parameters.The contents are highly structured and the use of worked examples facilitates understanding and interpretation. This book is a resource for clinicians in any discipline who are involved in the performance or assessment of test accuracy studies, and professionals in the disciplines of machine learning or informatics wishing to gain insight into clinical applications of 2x2 tables.

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