An Infinity-sample Theory for Multi-category Large Margin Classification

  title={An Infinity-sample Theory for Multi-category Large Margin Classification},
  author={Tong Zhang},
The purpose of this paper is to investigate infinity-sample properties of risk minimization based multi-category classification methods. These methods can be considered as natural extensions to binary large margin classification. We establish conditions that guarantee the infinity-sample consistency of classifiers obtained in the risk minimization framework. Examples are provided for two specific forms of the general formulation, which extend a number of known methods. Using these examples, we… CONTINUE READING

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