Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification
Francesca Mignacco, Florent Krząkała, Pierfrancesco Urbani, Lenka Zdeborová
Abstract
International audience
Topics & Concepts
Stochastic gradient descentLimit (mathematics)GaussianGradient descentMathematicsGeneralizationApplied mathematicsGaussian processStochastic processStatistical physicsBalanced flowComputer scienceField (mathematics)Mathematical optimizationArtificial neural networkAlgorithmMathematical analysisArtificial intelligencePhysicsStatisticsPure mathematicsQuantum mechanicsStochastic Gradient Optimization TechniquesNeural Networks and ApplicationsMarkov Chains and Monte Carlo Methods