Matthews correlation coefficient

GPTKB entity

Statements (22)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:abbreviation gptkb:MCC
gptkbp:category statistics
machine learning evaluation metrics
gptkbp:form (TP*TN - FP*FN) / sqrt((TP+FP)(TP+FN)(TN+FP)(TN+FN))
https://www.w3.org/2000/01/rdf-schema#label Matthews correlation coefficient
gptkbp:introduced gptkb:Brian_W._Matthews
gptkbp:introducedIn 1975
gptkbp:measures quality of binary classifications
gptkbp:range -1 to +1
gptkbp:relatedTo precision
F1 score
recall
accuracy
gptkbp:usedIn gptkb:machine_learning
bioinformatics
binary classification
gptkbp:valueAt-1 inverse prediction
gptkbp:valueAt0 random prediction
gptkbp:valueAt1 perfect prediction
gptkbp:bfsParent gptkb:GLUE
gptkbp:bfsLayer 6