| Category | Algorithm | Option(s) Selected |
| Bayes | Naïve Bayes | --- |
| Function | SMO (Sequential Minimal Optimization) | Polynomial Kernel |
| LibSVM (Support Vector Machine) | Radial Basis Function (RBF) Kernel, gamma = 0.5, loss = 0.001 | |
| Lazy | IBk (k-nearest neighbors) | k = 1, 2, 3 |
| Meta | Classification via Clustering- Simple K Means (k Means) | k = 2 (7 and 13 for multiclass classification on ADFA-LD and ADFA-WD dataset respectively) |
| Rules | ZeroR | --- |
| OneR | minBucketSize(B) = 5, 6, 10 | |
| JRip (RIPPER) | Folds = 3 | |
| Trees | J48 (C4.5) | confidenceFactor = 0.25, minNumObj = 2 |