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In Defense of One-Vs-All Classification
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2004
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Artificial IntelligenceEngineeringMachine LearningOne-vs-all ClassificationClassification MethodData ScienceData MiningPattern RecognitionUnderlying Binary ClassifiersSimple One-vs-all SchemeMultiple Classifier SystemUnified ClassificationAutomatic ClassificationKnowledge DiscoveryIntelligent ClassificationComputer ScienceData ClassificationClassificationClassifier SystemMulticlass Classification
We consider the problem of multiclass classification. Our main thesis is that a simple one-vs-all scheme is as accurate as any other approach, assuming that the underlying binary classifiers are ...