Unified Analysis of Stochastic Gradient Methods for Composite Convex and Smooth Optimization
Ahmed Khaled, Othmane Sebbouh, Nicolas Loizou, Robert M. Gower, Peter Richtárik
Topics & Concepts
MathematicsConvexityStochastic gradient descentConvex functionTheory of computationConvergence (economics)Mathematical optimizationConvex optimizationApplied mathematicsVariance (accounting)Regular polygonAlgorithmComputer scienceArtificial intelligenceArtificial neural networkBusinessEconomic growthEconomicsGeometryFinancial economicsAccountingStochastic Gradient Optimization TechniquesSparse and Compressive Sensing TechniquesAdvanced Bandit Algorithms Research