ࡱ> \` Rbjbjssh# tbmmmZn fo|b}dpzhshshshst>u&u $hIn yttyy hshsh7y 8hs hsy6  hsp F4#{muƦ`$M0}<)l8 l 2uu^vL`vg2u2u2ud2u2u2u}yyyyb$$$/A+bAbbb  WN/ecTϑ:gƖbf[`NvQ~Eeʋeel H_l1 USBhQ1 Ngckf2 (1.G_lؚI{Nyf[!h [[-N_ _lς G_l 212003;2._lς'Yf[ 5ulOo`] zf[b _lς G_l 212003) Xd[s g/ecTϑ:gsupport vector machine SVM YR{|el(WQ~Eeʋe-NƋ+R|^NOv ,gecQNyWNNSh~gT!jWN͑pbRvSVMƖbf[`N{l0ǏƖbf[`N``cؚQ~Eeʋev|^0(WƖbǏ z-N[NSh~gT8hSpeۏLpbR R'Y*NSOR{|hVv]_^ cGSNʋe!jWvlS'`0(W[EQ~-Nvʋe[hf@bcvelNShI{vQ[SVMYR{|elwQ gfؚvʋe|^0 sQ.͋/ecTϑ:gN͑pbRƖbf[`NEeʋe -NVlR{|STP393 e.shƋxA Network Fault Diagnosis Based on Support Vector Machine Ensemble Learning Chen Jiang1, SHAN Guijun1, LI Zhengming2 (1.Zhenjiang College, Experimental Training Center, Zhenjiang,212003,China; 2.Jiangsu University, Electrical & Information College, Zhenjiang,212003,China) AbstractIn network fault diagnosis, the present multi-class support vector machine (SVM) classification methods have low accuracy. The ensemble learning was introduced to improve the diagnosis accuracy. A new ensemble learning algorithm based on the disturbance of both binary tree structure and model (BTSMBag) was proposed. The diversity of individual classifiers was increased by the dual disturbance and the generalization of diagnosis model was improved. The experiment on the real network fault diagnosis shows the proposed method gets higher accuracy. 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Systems, Man and Cyberntics, Part B, 2005, 35(6): 1252-1271. http://www.csie.ntu.edu.tw/~cjlin/libsvm/ University of California Irvine . UCI KDD Archive [DB/OL].  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