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

Author:   A. J. Larner
Publisher:   Springer International Publishing AG
Edition:   2nd ed. 2024
ISBN:  

9783031471933


Pages:   252
Publication Date:   09 January 2024
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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The 2x2 Matrix: Contingency, Confusion and the Metrics of Binary Classification


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Overview

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.

Full Product Details

Author:   A. J. Larner
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2nd ed. 2024
Weight:   0.515kg
ISBN:  

9783031471933


ISBN 10:   3031471938
Pages:   252
Publication Date:   09 January 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
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.- 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.

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Author Information

AJ Larner has been a consultant neurologist with an interest in cognitive disorders for over 20 years, affording him a wealth of experience in the use of 2x2 tables in the context of diagnostic test accuracy studies in clinical practice.

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