Research Article

Privacy-Preserving Vertical Collaborative Logistic Regression without Trusted Third-Party Coordinator

Table 2

Performance comparisons.

schemeTraining timeAccuracyF1-scoreAUCNo TTP

[9]1.27 min74.1 %85.1 %0.57
[21]2.18 min74.1 %85.1 %0.56
Ours0.86 min74.4 %85.2 %0.58
[9]2.20 min91.3 %77.5 %0.96
[21]3.41 min90.9 %75.3 %0.96
Ours1.49 min92.3 %78.0 %0.96
[9]11.13 min82.7 %60.1 %0.88
[21]21.32 min82.7 %60.1 %0.89
Ours5.87 min85.7 %61.9 %0.91