Formal Analysis of Leave-One-Out Methods Based on Decremental Sampling Scheme
Shusaku Tsumoto, Shoji Hirano · 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT) · 2014
This paper proposes a new framework for evaluation of cross-validation methods for rule induction based on statistical indices by using decremental sampling scheme, which is dual to incremental sampling scheme. The formal analysis of leave-one-out method for rule induction enables us to estimate error rate and other statistical indices, where the bias of error rate is represented by equations of given thresholds.