Table 4:
Results for NoisyAdam on the MovieLens 1M dataset, with δ = 10−6 used in the privacy analyses. CF stands for collaborative filtering.
Models | Epochs | RMSE | CLT μ | CLT ε | MA ε |
---|---|---|---|---|---|
private networks | 20 | 0.915 | 1.94 | 10.61 | 15.39 |
non-private networks | 20 | 0.893 | — | — | — |
SVD | — | 0.873 | — | — | — |
NMF | — | 0.916 | — | — | — |
user-based CF [52] | — | 0.923 | — | — | — |
global average | — | 1.117 | — | — | — |