FairPCA on Simulated Data FairPCA
0.057Average Runtime (s)SDP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SDPDimension (d)=30, Number of independent replications=1002025.05 | 0.057 | — | — | |
| Mirror-Prox (MP)Dimension (d)=30, Number of independent replications=1002025.05 | 0.263 | — | — | |
| SDPDimension (d)=50, Number of independent replications=1002025.05 | 0.281 | — | — | |
| Mirror-Prox (MP)Dimension (d)=50, Number of independent replications=1002025.05 | 0.324 | — | — | |
| Mirror-Prox (MP)Dimension (d)=70, Number of independent replications=1002025.05 | 0.511 | — | — | |
| SDPDimension (d)=70, Number of independent replications=1002025.05 | 0.519 | — | — | |
| Mirror-Prox (MP)Dimension (d)=100, Number of independent replications=1002025.05 | 0.706 | — | — | |
| Mirror-Prox (MP)Dimension (d)=200, Number of independent replications=1002025.05 | 1.86 | — | — | |
| Mirror-Prox (MP)Dimension (d)=300, Number of independent replications=1002025.05 | 4.49 | — | — | |
| SDPDimension (d)=100, Number of independent replications=1002025.05 | 9.99 | — | — | |
| SDPDimension (d)=200, Number of independent replications=1002025.05 | 42.96 | — | — | |
| SDPDimension (d)=300, Number of independent replications=1002025.05 | 173.6 | — | — | |
| SDP/MPDimension (d)=302025.05 | — | — | 0.22 | |
| SDP/MPDimension (d)=502025.05 | — | — | 0.89 | |
| SDP/MPDimension (d)=702025.05 | — | — | 1.02 | |
| SDP/MPDimension (d)=1002025.05 | — | — | 14.25 | |
| SDP/MPDimension (d)=2002025.05 | — | — | 23.07 | |
| SDP/MPDimension (d)=3002025.05 | — | — | 38.79 |