A. J. Larner Larner The 2x2 Matrix

The 2x2 Matrix

von A. J. Larner

Contingency, Confusion and the Metrics of Binary Classification

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Beschreibung

This book describes, extends, and illustrates the metrics of binary classification through worked examples.
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 an 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.
This book describes, extends, and illustrates the metrics of binary classification through worked examples.
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 an 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.
Provides worked examples using data from clinical practice Explains the development of 2x2 tables and their implications for clinical practice Provides comprehensive coverage of basics of the topic at a level accessible to those with basic mathematical knowledge

Autor*in

A. J. Larner

Themen in »The 2x2 Matrix«

Contingency Table Diagnostic Test Accuracy Studies Informatics Machine Learning 2x2 Table Sensitivity and Specificity

Stimmen zu »The 2x2 Matrix«

Details

ISBN: 9783031471940
Verlag: Springer International Publishing
Erscheinung: 08.01.2024

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