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The 2x2 matrix = contingency, confusion and the metrics of binary classification /

Record Type:	Electronic resources : Monograph/item
Title/Author:	The 2x2 matrix/ by A. J. Larner.
Reminder of title:	contingency, confusion and the metrics of binary classification /
Author:	Larner, A. J.
Published:	Cham :Springer International Publishing : : 2024.,
Description:	xviii, 252 p. :ill., digital ;24 cm.
[NT 15003449]:	Introduction -- Paired measures -- Paired complementary measures -- Unitary measures -- Number needed (reciprocal) measures and their combinations as likelihoods -- Quality (Q) measures -- Graphing methods -- Other measures, other tables -- Classification of metrics of binary classification.
Contained By:	Springer Nature eBook
Subject:	Contingency tables. -
Online resource:	https://doi.org/10.1007/978-3-031-47194-0
ISBN:	9783031471940

The 2x2 matrix = contingency, confusion and the metrics of binary classification /
Larner, A. J.

The 2x2 matrixcontingency, confusion and the metrics of binary classification /[electronic resource] :by A. J. Larner. - Second edition. - Cham :Springer International Publishing :2024. - xviii, 252 p. :ill., digital ;24 cm.

Introduction -- Paired measures -- Paired complementary measures -- Unitary measures -- Number needed (reciprocal) measures and their combinations as likelihoods -- Quality (Q) measures -- Graphing methods -- Other measures, other tables -- Classification of metrics of binary classification.

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.

ISBN: 9783031471940

Standard No.: 10.1007/978-3-031-47194-0doiSubjects--Topical Terms:

565990
Contingency tables.

LC Class. No.: R858 / .L37 2024

Dewey Class. No.: 610.151

The 2x2 matrix = contingency, confusion and the metrics of binary classification /
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245 1 4 $a The 2x2 matrix $h [electronic resource] : $b contingency, confusion and the metrics of binary classification / $c by A. J. Larner.
250 $a Second edition.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2024.
300 $a xviii, 252 p. : $b ill., digital ; $c 24 cm.
505 0 $a Introduction -- Paired measures -- Paired complementary measures -- Unitary measures -- Number needed (reciprocal) measures and their combinations as likelihoods -- Quality (Q) measures -- Graphing methods -- Other measures, other tables -- Classification of metrics of binary classification.
520 $a 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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