Publication | Closed Access
Multi-Label Classification
2.5K
Citations
13
References
2007
Year
Multiple Instance LearningEngineeringMachine LearningText MiningClassification MethodImage AnalysisInformation RetrievalData ScienceData MiningPattern RecognitionBiostatisticsUnified ClassificationAutomatic ClassificationKnowledge DiscoveryIntelligent ClassificationDeep LearningMusic CategorizationMulti-label ClassificationProtein Function Classification
Multi-label classification methods are increasingly required by modern applications, such as protein function classification, music categorization, and semantic scene classification. This article introduces the task of multi-label classification, organizes the sparse related literature into a structured presentation and performs comparative experimental results of certain multilabel classification methods. It also contributes the definition of concepts for the quantification of the multi-label nature of a data set.
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