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《Journal of Taiyuan Normal University(Natural Science Edition)》 2013-01
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Model Selection by Balanced 7×2 Crossvalidation

Du Weijie 1 Wang Ruibo 2 Li Jihong 2(1.School of Mathematical Sciences,Shanxi University,Taiyuan 030006;2.Computer Center,Shanxi University,Taiyuan 030006,China)  
Cross-validation is a widespread strategy for classification model comparison and selection.We introduced a balanced 7×2cross-validation(CV)strategy,and further provided a corresponding construction method.We compared the performance of balanced 7×2CV,blocked 3×2CV,standard 5-fold and 10-fold CV for CART model selection.The simulation results showed that,on small data set,the probability of selecting the true model by balanced 7×2crossvalidation was obviously higher than the other three cross-validation strategies.
【CateGory Index】: O212.1
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1 LI Ji-Hong1, WANG Rui-Bo1, WANG Wei-Lin2, LI Guo-Chen3 1(Computer Center, Shanxi University, Taiyuan 030006, China) 2(School of Mathematical Sciences, Shanxi University, Taiyuan 030006, China) 3(School of Computer and Information Technology, Shanxi University, Taiyuan 030006, China);Automatic Labeling of Semantic Roles on Chinese FrameNet[J];Journal of Software;2010-04
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