ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1Abstractprovidespowerfultoolstoimproveandevaluatemodelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
AggregatingFromMultipleTarget-ShiftedSourcesChangjianShui1ZijianLi2JiaqiLi3ChristianGagne´14CharlesX.Ling3BoyuWang35AbstractFigure1.LimitationofmerelyconsideringmarginaldistributionP(x)inthesource...
RobustLearningfromUntrustedSourcesNikolaKonstantinov1ChristophH.Lampert1Abstractdatapreprocessingtechniques(Wahlstenetal.,2003).Inthecaseofcrowdsourcing,atypicalproblemislabelbiasModernmachinelearn...