A. J. Larner
The 2x2 Matrix
Contingency, Confusion and the Metrics of Binary Classification
Paperback Engels 2024 2e druk 9783031471933
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9783031471933
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Druk:2
Lezersrecensies
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Inhoudsopgave
<p>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.<br></p><p></p>
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