Research Article
Distributed Classification of Localization Attacks in Sensor Networks Using Exchange-Based Feature Extraction and Classifier
Table 2
Comparison of recognition rate in percentage (%) on the attack feature sets with different classifiers.
| Related works | Average recognition rate per category under localization attacks (without feature extraction) | Average recognition rate per category under localization attacks (with distributed feature extraction) | Unassailed | Wormhole | Interference | Replay | Unassailed | Wormhole | Interference | Replay |
| PEPMK-SVM | 80.27 | 73.78 | 79.03 | 78.49 | 91.56 | 91.97 | 90.85 | 93.28 | MK-SVM | 72.99 | 64.29 | 67.47 | 70.59 | 80.47 | 76.98 | 79.31 | 84.56 | C-SVM | 59.14 | 56.49 | 38.63 | 61.17 | 62.54 | 66.15 | 49.25 | 68.72 | MoM-DSVM | 73.42 | 68.96 | 73.85 | 75.21 | 82.39 | 83.76 | 80.02 | 86.54 | LR | 71.84 | 59.31 | 71.75 | 66.84 | 79.27 | 70.38 | 82.59 | 82.81 |
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