Collaborative coefficient estimation on Synthetic multiple-response linear models (test)
0.648Mean Frobenius Squared ErrorCLAIR
Evaluation Results
| Method | Links | |
|---|---|---|
| CLAIR(p, q)=(10, 10), n=100, K=20, |Cc|=82026.05 | 0.648 | |
| CLAIR(p, q)=(10, 10), n=100, K=10, |Cc|=42026.05 | 0.722 | |
| CLAIR(p, q)=(10, 10), n=100, K=5, |Cc|=22026.05 | 1.109 | |
| Local OLS(p, q)=(10, 10), n=100, K=10, |Cc|=42026.05 | 1.117 | |
| Local OLS(p, q)=(10, 10), n=100, K=5, |Cc|=22026.05 | 1.121 | |
| Local OLS(p, q)=(10, 10), n=100, K=20, |Cc|=82026.05 | 1.126 | |
| CLAIR(p, q)=(20, 20), n=150, K=20, |Cc|=82026.05 | 1.581 | |
| CLAIR(p, q)=(20, 20), n=150, K=10, |Cc|=42026.05 | 1.735 | |
| CLAIR(p, q)=(20, 20), n=150, K=5, |Cc|=22026.05 | 2.055 | |
| Local OLS(p, q)=(20, 20), n=150, K=5, |Cc|=22026.05 | 3.085 | |
| Local OLS(p, q)=(20, 20), n=150, K=10, |Cc|=42026.05 | 3.093 | |
| Local OLS(p, q)=(20, 20), n=150, K=20, |Cc|=82026.05 | 3.097 | |
| CLAIR(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05 | 4.678 | |
| CLAIR(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05 | 5.146 | |
| CLAIR(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05 | 6.07 | |
| FedAvg (Oracle)(p, q)=(10, 10), n=100, K=5, |Cc|=22026.05 | 6.102 | |
| FedAvg (Oracle)(p, q)=(10, 10), n=100, K=10, |Cc|=42026.05 | 7.457 | |
| FedAvg (Oracle)(p, q)=(10, 10), n=100, K=20, |Cc|=82026.05 | 8.156 | |
| Local OLS(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05 | 10.041 | |
| Local OLS(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05 | 10.052 | |
| Local OLS(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05 | 10.054 | |
| FedAvg(p, q)=(10, 10), n=100, K=5, |Cc|=22026.05 | 15.262 | |
| FedAvg(p, q)=(10, 10), n=100, K=10, |Cc|=42026.05 | 17.094 | |
| FedAvg(p, q)=(10, 10), n=100, K=20, |Cc|=82026.05 | 18.144 | |
| FedAvg (Oracle)(p, q)=(20, 20), n=150, K=5, |Cc|=22026.05 | 24.715 | |
| FedAvg (Oracle)(p, q)=(20, 20), n=150, K=10, |Cc|=42026.05 | 29.977 | |
| FedAvg (Oracle)(p, q)=(20, 20), n=150, K=20, |Cc|=82026.05 | 32.617 | |
| FedAvg(p, q)=(20, 20), n=150, K=5, |Cc|=22026.05 | 35.575 | |
| FedAvg(p, q)=(20, 20), n=150, K=10, |Cc|=42026.05 | 38.623 | |
| FedAvg(p, q)=(20, 20), n=150, K=20, |Cc|=82026.05 | 41.66 | |
| FedAvg (Oracle)(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05 | 148.871 | |
| FedAvg(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05 | 179.855 | |
| FedAvg (Oracle)(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05 | 183.551 | |
| FedAvg (Oracle)(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05 | 200.977 | |
| FedAvg(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05 | 201.606 | |
| FedAvg(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05 | 212.679 |