DocumentCode :
174002
Title :
Formal analysis of leave-one out method based on decremental sampling scheme
Author :
Tsumoto, Shusaku ; Hirano, Shoji
Author_Institution :
Dept. of Med. Inf., Shimane Univ., Izumo, Japan
fYear :
2014
fDate :
5-8 Oct. 2014
Firstpage :
2780
Lastpage :
2785
Abstract :
This paper proposes a new framework for formal analysis of leave-out one methods based on decremental sampling scheme, which gives a reversed operation of incremental sampling scheme. This technique is applied 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 expected values of indices and error rates can be obtained as exact formulae.
Keywords :
error statistics; sampling methods; decremental sampling scheme; error rates; formal analysis; incremental sampling scheme; leave-one out method; Artificial neural networks; Linear matrix inequalities; accuracy; coverage; decremental sampling scheme; leave-one-out; rule induction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
Type :
conf
DOI :
10.1109/SMC.2014.6974349
Filename :
6974349
Link To Document :
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