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The 2x2 Matrix

Contingency, Confusion and the Metrics of Binary Classification

A. J. Larner

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ca. 85,59
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Springer International Publishing img Link Publisher

Naturwissenschaften, Medizin, Informatik, Technik / Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik

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.

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Schlagwörter

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