Title :
An Improvement for Localized Generalization Error Model
Author :
Wang, Xi-Zhao ; Wu, Bin ; Li, Jie
Author_Institution :
Hebei Univ., Baoding
Abstract :
Ng et al. (2005) proposed a localized generalization error model (LGEM) and gives an error boundary of localized generalization. We find some errors in the error boundary derivation. This paper gives a new and brief proof about the error boundary. In addition we analysis LGEM theoretically, and propose some issues about the model LGEM to be studied further.
Keywords :
pattern classification; classifier; error boundary derivation; input-output mapping function; localized generalization error model; Appraisal; Computer errors; Computer science; Cybernetics; Electronic mail; Learning systems; Machine learning; Mathematical model; Mathematics; Pattern classification; Classification; K-nearest-neighbor; Localized generalization error model; Norm;
Conference_Titel :
Machine Learning and Cybernetics, 2007 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-0973-0
Electronic_ISBN :
978-1-4244-0973-0
DOI :
10.1109/ICMLC.2007.4370644
