The 2x2 Matrix
Contingency, Confusion and the Metrics of Binary Classification
Seiten
2024
|
2nd ed. 2024
Springer International Publishing (Verlag)
978-3-031-47193-3 (ISBN)
Springer International Publishing (Verlag)
978-3-031-47193-3 (ISBN)
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.
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 | 11.01.2024 |
|---|---|
| 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 |
| Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
Buch | Softcover (2024)
Springer Spektrum (Verlag)
CHF 62,95
Eine Einführung in die faszinierende Welt des Zufalls
Buch | Softcover (2024)
Springer Spektrum (Verlag)
CHF 55,95
