Table 6.
Comparison of computational time.
| Classification Algorithm | CPU Time (ms) | Standard Deviation |
|---|---|---|
| Decision Trees | ||
| RandomForest | 7.96 | 7.84 |
| NBTree | 19.3 | 7.05 |
| J48graft | 3.74 | 6.70 |
| J48 | 1.25 | 4.25 |
| RandomTree | 1.40 | 4.49 |
| LMT | 117 | 6.96 |
| FT | 762 | 54.5 |
| BFTree | 1.72 | 4.90 |
| REPTree | 1.09 | 4.00 |
| LADTree | 1.09 | 4.00 |
| SimpleCart | 1.25 | 4.25 |
|
| ||
| Artificial Neural Networks | ||
| MultilayerPerceptron | 3.28 | 6.39 |
|
| ||
| Bayesian Techniques | ||
| NaiveBayes | 13.26 | 6.79 |
| BayesNet | 6.55 | 8.05 |
|
| ||
| Logistic Regression | ||
| Logistic | 4.21 | 6.96 |
|
| ||
| Support Vector Machines | ||
| SMO | 2.65 | 5.90 |
|
| ||
| Instance-based Classifiers | ||
| KStar | 7.21 × 104 | 2.74 × 104 |
| IBk (kNN = 5) | 751 | 16.9 |
| LWL | 8.60 × 105 | 7.89 × 104 |