A systematic study of the class imbalance problem in convolutional neural networks
Mateusz Buda, Atsuto Maki, Maciej A. Mazurowski
Topics & Concepts
UndersamplingOversamplingOverfittingArtificial intelligenceMNIST databaseComputer scienceMachine learningContext (archaeology)Metric (unit)ThresholdingClass (philosophy)Benchmark (surveying)Convolutional neural networkPattern recognition (psychology)Receiver operating characteristicArtificial neural networkImage (mathematics)GeodesyPaleontologyOperations managementBandwidth (computing)GeographyComputer networkBiologyEconomicsImbalanced Data Classification TechniquesInfrastructure Maintenance and MonitoringElectricity Theft Detection Techniques