Research Article
Differentially Private Kernel Support Vector Machines Based on the Exponential and Laplace Hybrid Mechanism
Table 11
The
value in ANOVA of the
Accuracy.
| Datasets | k | ɛ | Similarity | k ɛ | k Similarity | ɛ Similarity |
| Australian | 0.0091 | 0.0012 | 0.0016 | 0.3332 | 0.1118 | 0.3509 | Breast | 0.0260 | 0.0018 | 0.0000 | 0.0175 | 0.0310 | 0.1785 | Heart | 0.0068 | 0.0000 | 0.0000 | 0.1048 | 0.0459 | 0.0005 | Ionosphere | 0.4483 | 0.0000 | 0.0019 | 0.2961 | 0.9428 | 0.2353 | Sonar | 0.2611 | 0.0000 | 0.0000 | 0.2794 | 0.2078 | 0.2477 | German | 0.0764 | 0.0001 | 0.0001 | 0.0623 | 0.0758 | 0.0534 | Diabetes | 0.0177 | 0.0020 | 0.0002 | 0.6524 | 0.6296 | 0.8198 | Splice | 0.0435 | 0.0000 | 0.0000 | 0.4239 | 0.0996 | 0.0013 |
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