The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for ass...
The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
About this item
Full title
Author / Creator
Publisher
England: BioMed Central Ltd
Journal title
Language
English
Formats
Publication information
Publisher
England: BioMed Central Ltd
Subjects
More information
Scope and Contents
Contents
Binary classification is a common task for which machine learning and computational statistics are used, and the area under the receiver operating characteristic curve (ROC AUC) has become the common standard metric to evaluate binary classifications in most scientific fields. The ROC curve has true positive rate (also called sensitivity or recall)...
Alternative Titles
Full title
The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
Authors, Artists and Contributors
Author / Creator
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_6cfe2c3eaf77447db26af73e140cc6fb
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_6cfe2c3eaf77447db26af73e140cc6fb
Other Identifiers
ISSN
1756-0381
E-ISSN
1756-0381
DOI
10.1186/s13040-023-00322-4
