Journal of Machine Learning Research · 2004 · 897 citations · 0 references
ComputingComputer ScienceData MiningMachine LearningStatistical LearningClassificationPattern RecognitionRepresentation LearningSupport Vector MachinesClassification PrecisionMulticlass ClassificationMulticlass Support Vector MachinesOne-class ClassificationOne-versus-one ClassificationSupport Vector ClassificationSupport Vector Machine 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 ...