Evaluation of Leave-One Out Method Based on Incremental Sampling Scheme

Abstract

This paper proposes a new framework for evaluation of leave-out one methods based on incremental sampling scheme. Although incremental sampling scheme is used for incremental rule induction, this paper shows that the same idea can be used for deletion of exampling. Then, we applied this technique to the leave-one out method for rules defined by the propositions whose constraints were defined by inequalities of accuracy and coverage. The results show that the evaluation framework gives a powerful tool for evaluation of the leave-out method.