Research Article
Differentially Private Kernel Support Vector Machines Based on the Exponential and Laplace Hybrid Mechanism
Table 8
The performance of the DPKSVMEL algorithm on dataset Diabetes.
| k | ɛ | Similarity | Accuracy | AUC | Mean | Std | Max | Min | Mean | Std | Max | Min |
| 2 | 0.1 | 0.5 | 65.96 | 0.71 | 67.06 | 64.97 | 0.7661 | 0.0456 | 0.8130 | 0.6539 | 0.6 | 67.62 | 2.75 | 72.14 | 65.23 | 0.7061 | 0.1123 | 0.8045 | 0.5142 | 0.7 | 70.55 | 4.03 | 77.34 | 64.97 | 0.7825 | 0.0359 | 0.8385 | 0.7219 | 0.8 | 71.48 | 3.67 | 76.04 | 66.15 | 0.7919 | 0.0321 | 0.8287 | 0.7385 | 0.9 | 74.40 | 2.59 | 77.08 | 70.31 | 0.8095 | 0.0178 | 0.8329 | 0.7864 |
| 2 | 0.5 | 0.5 | 68.59 | 3.60 | 73.70 | 60.55 | 0.7246 | 0.1112 | 0.7958 | 0.4476 | 0.6 | 70.92 | 3.10 | 75.39 | 66.54 | 0.7855 | 0.0225 | 0.8134 | 0.7408 | 0.7 | 69.57 | 5.05 | 74.74 | 57.42 | 0.7661 | 0.0551 | 0.8299 | 0.6255 | 0.8 | 72.72 | 2.08 | 77.21 | 69.79 | 0.7889 | 0.0335 | 0.8295 | 0.7316 | 0.9 | 74.43 | 2.27 | 77.34 | 70.18 | 0.8152 | 0.0205 | 0.8416 | 0.7851 |
| 2 | 1 | 0.5 | 71.39 | 7.63 | 77.34 | 50.52 | 0.7939 | 0.0219 | 0.8315 | 0.7527 | 0.6 | 69.99 | 6.11 | 75.13 | 53.52 | 0.7905 | 0.0299 | 0.8261 | 0.7388 | 0.7 | 72.66 | 2.47 | 75.26 | 66.15 | 0.8105 | 0.0173 | 0.8338 | 0.7771 | 0.8 | 75.05 | 2.33 | 77.08 | 70.18 | 0.8141 | 0.0184 | 0.8374 | 0.7725 | 0.9 | 75.64 | 1.82 | 78.26 | 71.88 | 0.8309 | 0.0093 | 0.8413 | 0.8138 |
| 3 | 0.1 | 0.5 | 65.73 | 1.10 | 67.19 | 63.41 | 0.7066 | 0.0685 | 0.7894 | 0.6058 | 0.6 | 66.29 | 1.39 | 68.49 | 64.58 | 0.7013 | 0.0732 | 0.8034 | 0.5400 | 0.7 | 67.98 | 2.54 | 72.79 | 64.97 | 0.7369 | 0.0704 | 0.8007 | 0.5727 | 0.8 | 69.82 | 2.45 | 75.26 | 66.67 | 0.7472 | 0.0442 | 0.8090 | 0.6798 | 0.9 | 69.75 | 5.44 | 77.34 | 59.24 | 0.7520 | 0.0619 | 0.8283 | 0.6446 |
| 3 | 0.5 | 0.5 | 65.66 | 4.85 | 69.79 | 52.47 | 0.6908 | 0.0991 | 0.7948 | 0.5355 | 0.6 | 67.36 | 4.77 | 74.35 | 56.25 | 0.7687 | 0.0439 | 0.8224 | 0.6734 | 0.7 | 70.55 | 4.65 | 76.04 | 63.67 | 0.7552 | 0.0936 | 0.8196 | 0.5062 | 0.8 | 74.15 | 1.59 | 77.47 | 72.01 | 0.7978 | 0.0175 | 0.8241 | 0.7704 | 0.9 | 73.75 | 1.44 | 75.52 | 71.88 | 0.7892 | 0.0229 | 0.8142 | 0.7395 |
| 3 | 1 | 0.5 | 68.18 | 3.88 | 76.69 | 61.46 | 0.7596 | 0.0448 | 0.8224 | 0.6745 | 0.6 | 67.77 | 10.08 | 76.82 | 44.53 | 0.7741 | 0.0489 | 0.8286 | 0.6567 | 0.7 | 72.88 | 2.72 | 77.21 | 68.36 | 0.7968 | 0.0314 | 0.8321 | 0.7371 | 0.8 | 73.66 | 2.48 | 78.13 | 68.23 | 0.8160 | 0.0119 | 0.8305 | 0.7981 | 0.9 | 75.39 | 1.71 | 77.47 | 73.05 | 0.8309 | 0.0101 | 0.8446 | 0.8125 |
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