FederatedCompositeOptimizationHonglinYuan12ManzilZaheer3SashankReddi3AbstractFigure1.Resultsonsparse(`1-regularized)logisticregres-sionforafederatedfMRIdatasetbasedon(Haxby,2001).FederatedLearning(...
EstimateSequencesforVariance-ReducedStochasticCompositeOptimizationAndreiKulunchakov1JulienMairal1AbstractWhilethefinite-sumsettingisaparticularcaseofexpecta-tion,thedeterministicnatureoftheresulti...
BayesianOptimizationofCompositeFunctionsRaulAstudillo1PeterI.Frazier12AbstractSokolov,2018);inmaterialsanddrugdesign(Kapetanovic,2008;Frazier&Wang,2016)whenseekingtodesignaWeconsideroptimizationofc...
ACompositeRandomizedIncrementalGradientMethodJunyuZhang1LinXiao2Abstractwhereeachfj:Rp→Rissmoothandcanbenonconvex.SuchproblemsoftenariseasfinitesampleapproximationsWeconsidertheproblemofminimizing...
CompositeMarginalLikelihoodMethodsforRandomUtilityModelsZhibingZhao1LirongXia1AbstractwhichistheRUMwithGumbeldistributions.RUMs,espe-ciallythePlackett-Lucemodel,havebeenwidelyappliedWeproposeanovel...
CompositeFunctionalGradientLearningofGenerativeAdversarialModelsRieJohnson1TongZhang2Abstractinaterealdatafromgenerateddata.Mathematically,GANThispaperfirstpresentsatheoryforgenerativesolvesthefoll...