Research Article
Differentially Private Kernel Support Vector Machines Based on the Exponential and Laplace Hybrid Mechanism
Table 12
The
value in ANOVA of the
AUC.
| Datasets | k | ɛ | Similarity | k ɛ | k Similarity | ɛ Similarity |
| Australian | 0.0907 | 0.0001 | 0.0024 | 0.7050 | 0.9149 | 0.4190 | Breast | 0.1373 | 0.0948 | 0.0006 | 0.8017 | 0.2128 | 0.2116 | Heart | 0.8724 | 0.0000 | 0.0000 | 0.4191 | 0.5577 | 0.0149 | Ionosphere | 0.2056 | 0.0000 | 0.0001 | 0.4157 | 0.2921 | 0.1523 | Sonar | 0.4227 | 0.0000 | 0.0000 | 0.0506 | 0.3228 | 0.0029 | German | 0.1455 | 0.0000 | 0.0000 | 0.6436 | 0.8194 | 0.1119 | Diabetes | 0.0004 | 0.0000 | 0.0000 | 0.0304 | 0.1873 | 0.0096 | Splice | 0.0254 | 0.0000 | 0.0000 | 0.1277 | 0.1423 | 0.0001 |
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