The 2x2 Matrix - A. J. Larner

The 2x2 Matrix

Contingency, Confusion and the Metrics of Binary Classification

(Autor)

Buch | Softcover
XVIII, 252 Seiten
2024 | 2nd ed. 2024
Springer International Publishing (Verlag)
978-3-031-47193-3 (ISBN)
85,59 inkl. MwSt
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.

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.

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.

Erscheinungsdatum
Zusatzinfo XVIII, 252 p. 55 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 515 g
Themenwelt Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Medizin / Pharmazie
Schlagworte 2x2 table • Contingency table • Diagnostic test accuracy studies • Informatics • machine learning • sensitivity and specificity
ISBN-10 3-031-47193-8 / 3031471938
ISBN-13 978-3-031-47193-3 / 9783031471933
Zustand Neuware
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