Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Taiyuan Normal University(Natural Science Edition)》 2013-01
Add to Favorite Get Latest Update

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
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 1 Hits
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
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 CHEN Song-feng FAN Ming(School of Information and Engineering,Zhengzhou University,Zhengzhou 450052,China);Construct Ensembles of Bayes-based Classifiers Using PCA and AdaBoost[J];Computer Science;2010-08
2 WANG Yong1),2) HU Bao-Gang1),2)1)(National Laboratory of Pattern Recognition,Institute of Automation,Chinese Academy of Sciences,Beijing 100190)2)(Graduate University of Chinese Academy of Sciences,Beijing 100049);A Study on Integrated Evaluating Kernel Classification Performance Using Statistical Methods[J];Chinese Journal of Computers;2008-06
3 ZHANG Xiaoluan (Department of Computer Science,Baoji University of Arts and Sciences,Baoji 721016);Research and Implementation of QAS Based on SRL[J];Computer & Digital Engineering;2012-07
4 SHI Guoqiang,NIU Changyong,FAN Ming School of Information and Engineering,Zhengzhou University,Zhengzhou 450052,China;Constructing Ensembles of Rule-based Classifiers Using PCA[J];Journal of Frontiers of Computer Science & Technology;2010-05
5 CHENG Qi-cai~1,WANG Hong-yuan~1,WU Xiao-jun~2,LIU Suo-lan~1 (1.School of Information,Changzhou University,Changzhou 213164,China;2.School of Internet of Things Engineering,Jiangnan University,Wuxi 21412,China.;An algorithm for classification based on ISOMAP[J];Control and Decision;2011-06
6 KONG Zhi-zhou1,2,CAI Zi-xing1(1.College of Information Science and Engineering,Central South University,Changsha 410083,China;2.College of Finance and Statistics,Hu'nan University,Changsha 410079,China.);Study on semi-supervised ensemble multiple classifiers based on statistical evidence[J];Control and Decision;2011-11
7 LI Jihong1,GAO Yahui2,WANG Ruibo1,LI Guochen3(1.Computer Center of Shanxi University,Taiyuan,Shanxi 030006,China;2.School of Mathematics Science,Shanxi University,Taiyuan,Shanxi 030006,China;3.Taiyuan Institute of Technology,Taiyuan,Shanxi 030008,China);Frame Disambiguation in Automatic Identification of Chinese Frame[J];Journal of Chinese Information Processing;2011-03
8 LIU Kaiying(School of Computer and Information Technology,Shanxi University,Taiyuan,Shanxi 030006,China);Research on Chinese FrameNet Construction and Application technologies[J];Journal of Chinese Information Processing;2011-06
9 WANG Zhiqiang1,LI Ru1,2,YIN Zhizhou3,LIU Haijing1,LI Shuanghong1(1.School of Computer & Information Technology,Shanxi University,Taiyuan,Shanxi 030006,China; 2.Key Laboratory of Ministry of Education for Computation Intelligence & Chinese Information Processing, Taiyuan,Shanxi 030006,China; 3.School of Information Technologies,University of Sydney,Australia);Automatic Labeling of Chinese Frame Semantic Roles Based on Dependency Features[J];Journal of Chinese Information Processing;2013-02
10 Li Ru 1 , 2 , Wang Zhiqiang 1 , Li Shuanghong 1 , Liang Jiye 2 , and Collin Baker 3 1 ( School of Computer &Information Technology , Shanxi University , Taiyuan030006 ) 2 ( Key Laboratory of Computation Intelligence & Chinese Information Processing ( Shanxi University ), Ministry of Education , Taiyuan030006 ) 3 ( International Computer Science Institute , Berkeley , California94704 );Chinese Sentence Similarity Computing Based on Frame Semantic Parsing[J];Journal of Computer Research and Development;2013-08
【Secondary Citations】
Chinese Journal Full-text Database 4 Hits
1 Yu Jiangde1,2 Fan Xiaozhong1 Pang Wenbo1 Yu Zhengtao3(1 School of Computer Science and Technology,Beijing Institute of Technology,Beijing 100081,China)(2 School of Computer and Information Engineering,Anyang Normal University,Anyang 455000,China)(3 School of Information Engineering and Automation,Kunming University of Science and Technology,Kunming 650051,China);Semantic role labeling based on conditional random fields[J];东南大学学报(英文版);2007-03
2 YUAN Yu-lin(Center for Chinese Linguistic Research,Peking University,Beijing 100871,China);The New Trend and Long-term Goal of Constructing Semantic Resource—from Mapping,to Unification and for Automatic Inference[J];Journal of Chinese Information Processing;2008-03
3 DING Wei-wei,CHANG Bao-bao(Institute of Computational Linguistics,Peking University,Beijing 100871,China);Maximum Entropy-Based Semantic Role Classification[J];Journal of Chinese Information Processing;2008-06
4 LIU Ting, CHE Wan-Xiang+, LI Sheng (School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China);Semantic Role Labeling with Maximum Entropy Classifier[J];Journal of Software;2007-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved