Research Article
Differentially Private Kernel Support Vector Machines Based on the Exponential and Laplace Hybrid Mechanism
Table 1
The basic information of the datasets.
| Index | Datasets | #data | #features | #SV | Accuracy | AUC |
| 1 | Australian | 690 | 14 | 244 | 85.8 | 0.9464 | 2 | Breast | 683 | 10 | 66 | 97.36 | 0.9952 | 3 | Heart | 270 | 13 | 132 | 86.67 | 0.9314 | 4 | Ionosphere | 351 | 34 | 137 | 94.59 | 0.9834 | 5 | Sonar | 208 | 60 | 159 | 86.54 | 0.9353 | 6 | German | 1000 | 24 | 599 | 81.2 | 0.8603 | 7 | Diabetes | 768 | 8 | 447 | 78.13 | 0.8483 | 8 | Splice | 1000 | 60 | 607 | 94.3 | 0.9864 |
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