ResearchBenchmarksLinear Regression on Simulated Linear Regression N=30000, p=2000 (test)Follow-3.89Empirical RiskSGD-4.06436-2.88743-1.7105-0.53357Feb 9, 2018Evaluation ResultsMethodMethodLinksEmpirical RiskExpected RiskSGDMini-batch size=1, lam...Mini-batch size=1, lambda=10−3, Time=2512018.02-3.89-3.56RSPGlambda=10−3, Time=125lambda=10−3, Time=1252018.02-0.696-0.696SGDMini-batch size=10, la...Mini-batch size=10, lambda=10−3, Time=1122018.020.3570.359SGDMini-batch size=30, la...Mini-batch size=30, lambda=10−3, Time=1012018.020.4420.443SGDMini-batch size=50, la...Mini-batch size=50, lambda=10−3, Time=3372018.020.4690.47