Logistic regression classifier

This approach can be chosen where the output can take only two values, 0 or 1, pass/fail, win/lose, alive/dead, or healthy/sick, and so on. In cases where the dependent variable has more than two outcome categories, it may be analyzed using multinomial logistic regression.