MCC {measures} | R Documentation |
Matthews correlation coefficient
Description
Defined as (tp * tn - fp * fn) / sqrt((tp + fp) * (tp + fn) * (tn + fp) * (tn + fn)), denominator set to 1 if 0.
Usage
MCC(truth, response, negative, positive)
Arguments
truth |
vector of true values |
response |
vector of predicted values |
negative |
negative class |
positive |
positive class |
Examples
n = 20
set.seed(125)
truth = as.factor(sample(c(1,0), n, replace = TRUE))
probabilities = runif(n)
response = as.factor(as.numeric(probabilities > 0.5))
positive = 1
negative = 0
MCC(truth, response, negative, positive)
[Package measures version 0.3 Index]