Differentially private sum estimation on Ratings data
4.78MAEUQE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UQEPrivacy (epsilon)=1, q (quantile)=0.992023.05 | 4.78 | 0.21 | |
| EMQPrivacy (epsilon)=1, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 5.73 | 0.54 | |
| ATPrivacy (epsilon)=1, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 8.75 | 0.31 | |
| UQEPrivacy (epsilon)=0.5, q (quantile)=0.992023.05 | 9.22 | 0.31 | |
| ATPrivacy (epsilon)=0.5, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 29.01 | 115.04 | |
| UQEPrivacy (epsilon)=0.1, q (quantile)=0.992023.05 | 44.59 | 1.79 | |
| EMQPrivacy (epsilon)=0.5, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 6,906.13 | 7,123.5 | |
| ATPrivacy (epsilon)=0.1, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 11,351.77 | 21,423.4 | |
| EMQPrivacy (epsilon)=0.1, q (quantile)=best of {0.95, 0.96, 0.97, 0.98, 0.99}2023.05 | 45,861.79 | 28,366.46 |