Criterion

Measures

List of Models

ROC value

Categorical or continuous

M₁

Confusion matrix

Accuracy, Specificity and Sensitivity

M₂

Data Imbalance Problem

Compare the differences

.

Statistical Significance

F-test

.

Practicability and Applicability

Model’s direct impact on the domain

.

Simplicity of Model Interpretation

Meaningful and clarity

Established knowledge

(Positive, Negative, Neutral, Unstudied)

.

Computational cost

In time

M_k