The 2x2 Matrix [[electronic resource] ] : Contingency, Confusion and the Metrics of Binary Classification / / by A. J. Larner

• Autore: Larner A. J
• Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2024
• Edizione: 2nd ed. 2024.
• Descrizione fisica: 1 online resource (262 pages)
• Disciplina: 570.15195
• Soggetto topico: Biometry; Neurology; Medical informatics; Machine learning; Biostatistics; Health Informatics; Machine Learning
• Nota di contenuto: 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.
• Sommario/riassunto: 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.
• Titolo autorizzato: The 2x2 Matrix
• ISBN: 3-031-47194-6
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910799487003321
• Lo trovi qui: Univ. Federico II