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