Reliability yields Information Gain

نویسنده

  • I. G. Sprinkhuizen-Kuyper
چکیده

In this paper we prove that the reliability of the classifications of individual instances, provided by a classifier, results in information gain with respect to the accuracy of the classifier. We illustrate this result using our new approach to classification reliability called version space support vector machines.

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تاریخ انتشار 2005