FederatedDeepAUCMaximizationforHeterogeneousDatawithaConstantCommunicationComplexityZhuoningYuan1ZhishuaiGuo1YiXu2YimingYing3TianbaoYang1Abstractdistributedovermultipleclients,e.g.,mobilephones,org...
Communication-EfficientDistributedStochasticAUCMaximizationwithDeepNeuralNetworksZhishuaiGuo1MingruiLiu1ZhuoningYuan1LiShen2WeiLiu2TianbaoYang1Abstract1.IntroductionInthispaper,westudydistributedal...
AUCµ:APerformanceMetricforMulti-ClassMachineLearningModelsRossS.Kleiman1DavidPage12Abstractmulti-classAUCanalog.However,inourworkweshowthatMcanfailtoreturnascoreof1(perfectperformance),Theareaunde...
StochasticProximalAlgorithmsforAUCMaximizationMichaelNatoleJr.1YimingYing1SiweiLyu2Abstractformeasuringtheperformanceinthesetasks.Inpartic-ular,minimizationoftheranklossinbipartiterankingisStochast...
FastStochasticAUCMaximizationwithO(1/n)-ConvergenceRateMingruiLiu1XiaoxuanZhang1ZaiyiChen2XiaoyuWang3TianbaoYang1Abstract1982).Comparedwithmisclassificationrate,AUCismorefavorableintheapplicationsw...