Research Article
Research on Security Anomaly Detection for Big Data Platforms Based on Quantum Optimization Clustering
Table 4
Clustering accuracy and performance of three algorithms.
| Algorithms | Datasets | Accuracy | Standard deviation |
| AP | Wine | 0.6953 | 3.156e − 5 | Seeds | 0.7326 | 3.142e − 5 | Iris | 0.6647 | 3.113e − 5 | Flowers | 0.7065 | 3.246e − 5 | Glass | 0.7328 | 3.303e − 5 |
| ACO-AP | Wine | 0.7930 | 2.341e − 5 | Seeds | 0.8438 | 2.361e − 5 | Iris | 0.7727 | 2.411e − 5 | Flowers | 0.8224 | 2.252e − 5 | Glass | 0.8152 | 2.273e − 5 |
| Quantum ACO-AP | Wine | 0.8237 | 1.341e − 5 | Seeds | 0.8982 | 1.252e − 5 | Iris | 0.7921 | 1.411ee − 5 | Flowers | 0.8556 | 1.252e − 5 | Glass | 0.8473 | 1.273e − 5 |
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