Linear Regression on Simulated Linear Regression N=30000, p=1000 (test)
-5.71Empirical RiskSGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SGDMini-batch size=30, lambda=10−3, Time=73.72018.02 | -5.71 | -5.6 | |
| SGDMini-batch size=50, lambda=10−3, Time=2382018.02 | -3.98 | -3.88 | |
| RSPGlambda=10−3, Time=78.32018.02 | -0.692 | -0.691 | |
| SGDMini-batch size=1, lambda=10−3, Time=1482018.02 | -0.365 | -0.362 | |
| SGDMini-batch size=10, lambda=10−3, Time=79.62018.02 | -0.111 | -0.11 |