Research Article
Evolutionary Feature Selection for Big Data Classification: A MapReduce Approach
Table 8
AUC values for the Spark classifiers using ECBDL14-ROS.
| Threshold | Features | Logistic Regression | Naive Bayes | SVM () | SVM () | Training | Test | Training | Test | Training | Test | Training | Test |
| 0.00 | 631 | 0.5821 | 0.5808 | 0.6714 | 0.6506 | 0.5966 | 0.6046 | 0.5875 | 0.5897 | 0.55 | 234 | 0.6416 | 0.6352 | 0.6673 | 0.6489 | 0.6369 | 0.6307 | 0.6228 | 0.6148 | 0.60 | 119 | 0.6309 | 0.6235 | 0.6732 | 0.6516 | 0.5884 | 0.5841 | 0.6116 | 0.6054 | 0.65 | 46 | 0.5017 | 0.5022 | 0.6136 | 0.6093 | 0.5032 | 0.5039 | 0.5000 | 0.5000 |
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