ResearchBenchmarksSparse Poisson Regression on Simulated Sparse Poisson Regression Dataset (N=10000, p=2000)Follow-0.654Empirical RiskRSPG-0.840960.421021.6832.94498Feb 9, 2018Evaluation ResultsMethodMethodLinksEmpirical RiskExpected RiskComputation TimeRSPGLambda=10−1Lambda=10−12018.02-0.654-0.653116SGDMini-batch size=1, Lam...Mini-batch size=1, Lambda=10−12018.02-0.462-0.461144SGDMini-batch size=10, La...Mini-batch size=10, Lambda=10−12018.020.6710.67298.9SGDMini-batch size=30, La...Mini-batch size=30, Lambda=10−12018.022.432.4495.4SGDMini-batch size=50, La...Mini-batch size=50, Lambda=10−12018.024.024.02165