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Benchmarks
Risk Minimization on Simulated Linear Regression (N=30000, p=1000)
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-0.65
Empirical Risk
RSPG
-0.754
-0.052
0.65
1.352
Feb 9, 2018
Empirical Risk
Expected Risk
Computation Time
Updated 19d ago
Evaluation Results
Method
Method
Links
Empirical Risk
Expected Risk
Computation Time
RSPG
lambda=10^-2
2018.02
-0.65
-0.649
78.4
SGD
lambda=10^-2, mini-bat...
2018.02
-0.488
-0.487
148
SGD
lambda=10^-2, mini-bat...
2018.02
0.164
0.165
79.7
SGD
lambda=10^-2, mini-bat...
2018.02
1.34
1.34
73.9
SGD
lambda=10^-2, mini-bat...
2018.02
1.95
1.95
576
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