Research Article
Correlation-Based Ensemble Feature Selection Using Bioinspired Algorithms and Classification Using Backpropagation Neural Network
Table 8
Features selected for WDBC dataset.
| Correlation-based feature selector | LION | GSO | DE | ā |
| 0 | 0 | 0 | 0 | P_id | 1 | 1 | 1 | 0 | Mean_radius | 1 | 1 | 1 | 1 | Mean_texture | 0 | 1 | 1 | 0 | Mean_perimeter | 1 | 1 | 1 | 1 | Mean_area | 1 | 1 | 1 | 0 | Mean_smoothness | 1 | 1 | 1 | 0 | Mean_compactness | 1 | 1 | 1 | 0 | Mean_concavity | 1 | 1 | 1 | 1 | Concavepoints_mean | 1 | 1 | 1 | 1 | Mean_symmetry | 1 | 1 | 1 | 0 | Mean_fractaldimension | 1 | 1 | 1 | 1 | Standard_error_radius | 1 | 1 | 0 | 1 | Standard_error_texture | 0 | 1 | 1 | 0 | Standard_error_perimeter | 0 | 0 | 0 | 0 | Standard_error_area | 0 | 0 | 0 | 1 | Standard_error_smoothness | 1 | 1 | 1 | 0 | Standard_error_compactness | 0 | 0 | 0 | 0 | Standard_error_concavity | 0 | 0 | 0 | 1 | Concavepoints_standard_error | 0 | 1 | 0 | 0 | Standard_error_symmetry | 0 | 0 | 0 | 1 | Standard_error_fractaldimension | 0 | 0 | 0 | 1 | Worst_radius | 1 | 1 | 1 | 0 | Worst_texture | 0 | 0 | 0 | 1 | Worst_perimeter | 0 | 1 | 1 | 1 | Worst_area | 1 | 1 | 1 | 1 | Worst_smoothness | 1 | 0 | 1 | 1 | Worst_compactness | 1 | 1 | 0 | 1 | Worst_concavity | 1 | 1 | 0 | 1 | Concavepoints_worst | 1 | 1 | 1 | 0 | Worst_symmetry | 1 | 0 | 1 | 1 | Worst_fractaldimension | 1 | 1 | 1 | 1 | Diagnosis |
|
|