Differentially private SGD with non-smooth losses
Puyu Wang, Yunwen Lei, Yiming Ying, Hai Zhang
Topics & Concepts
Lipschitz continuitySmoothnessMathematicsBounded functionStochastic gradient descentConvex functionHinge lossLogarithmGradient descentPopulationMathematical optimizationApplied mathematicsRegular polygonAlgorithmMathematical analysisComputer scienceSupport vector machineArtificial intelligenceSociologyDemographyArtificial neural networkGeometryPrivacy-Preserving Technologies in DataStochastic Gradient Optimization TechniquesRandom Matrices and Applications