Advances, Systems and Applications
Table 2 Performance comparisons
From: Privacy-preserving cloud-edge collaborative learning without trusted third-party coordinator
\(\textrm{D}_a\) | \(\textrm{D}_b\) | Scheme | Training Time | Accuracy | F1-score | AUC | No TTP |
|---|---|---|---|---|---|---|---|
| Â | Â | [20] | 1.28 min | 74.1% | 85.1% | 0.57 | \(\times\) |
\(\Phi _1\):\(\{\mathfrak {l},\mathfrak {f}_1-\mathfrak {f}_4\}\) | \(\Phi _1\):\(\{\mathfrak {f}_5-\mathfrak {f}_8\}\) | [26] | 2.31 min | 74.1% | 85.1% | 0.56 | \(\surd\) |
| Â | Â | Ours | 1.23 min | 74.4% | 85.2% | 0.58 | \(\surd\) |
| Â | Â | [20] | 2.23 min | 91.3% | 77.5% | 0.96 | \(\times\) |
\(\Phi _2\):\(\{\mathfrak {l},\mathfrak {f}_1-\mathfrak {f}_5\}\) | \(\Phi _2\):\(\{\mathfrak {f}_6-\mathfrak {f}_9\}\) | [26] | 3.33 min | 90.9% | 75.3% | 0.96 | \(\surd\) |
| Â | Â | Ours | 2.15 min | 91.7% | 77.9% | 0.96 | \(\surd\) |
| Â | Â | [20] | 9.09 min | 84.6% | 55.6% | 0.89 | \(\times\) |
\(\Phi _3\):\(\{\mathfrak {l},\mathfrak {f}_1-\mathfrak {f}_8\}\) | \(\Phi _3\):\(\{\mathfrak {f}_9-\mathfrak {f}_{15}\}\) | [26] | 14.40 min | 82.7% | 60.1% | 0.89 | \(\surd\) |
| Â | Â | Ours | 2.45 min | 85.6% | 61.5% | 0.90 | \(\surd\) |