ࡱ> Q)` RrbjbjUU??Q%@ D0 8)8)8))l*0 */"$/$/$/j>l\sl0$ѣh9^i Ppj"jPpPp $/$/;y0|0|0|Pp~ $/ $/0|Pp0|0|p ^ <$/* !/w'8)w>0*vy>,<< \ lCmr0|m\n?lll{|lllPpPpPpPp0 0 0 #d0 0 0 #0 0 0  WNvc_f[`NvQ~Eeʋe{l s]y, kS Z lWS:g5uؚI{Nyf[!h lWSeaN453002 XdQ~EevSeʋeYOe8^]\O0f[`NTu;mYck8^ۏL0 O~vWNvcw_f[`NvʋeelOVN'YϑwQ gt+RaINv7h,g ُ(W[E`Q-N8^N_0Rn0[ N ,gecQNNyWNvc_f[`Nvʋe{l0['Yĉ!jvQ~{tvyr_penc ,g{l)R(u;NbRRg[yr_ۏLM~ v^)R(uev^ϑ Nvyr_pencegg^bnfbew5w5Y_}Yvc&^hKm7h,gT~7h,gKNvsQ|0(WdkW@x N ,geNWNvc_f[`NvvhQpe v^)R(ubfWcؚQ~EeʋevhKms0 sQ.͋vc_f[`N; Q~Eeʋe; bnfbew5; ;NbRRg -NVR{|STP391 e.shƋx A Transductive learning-based network fault diagnosis WANG Chong-ke Wei Juan (Henan Mechanical and Electrical Engineering College , Henan Xinxiang 453002,China) AbstractDaily work, learning and life can be guaranteed by in-time diagnosis of network fault. Traditional methods, based on supervised learning, rely on a large number of discriminative data, which is difficult to be met in practice. To deal with those problems, our algorithm utilizes the principle component analysis to reduce the dimension of the features, and then constructs the laplacian matrix based on the new features. The corresponding matrix can describe the relationship between data well. On the basis of that, we design the objective function of transductive learning and apply the lagrange multiplier to optimize that. Experimental results verify the high accuracy of our algorithm while dealing with low number of labeled data. Our algorithm can significantly improve the diagnosis of network fault. 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WSNt]'Yf[, 2004. 4Tf:_, Ng~, f1rN, I{. EeʋeN[|~~Tzfctb/gxvz[J]. {:gKmϑNc6R, 2004, 12(10): 932-934. [%f. EeʋeN[|~SvQSU\[J]. {:gKmϑNc6R, 2008, 16(9): 1217-1219. 1gb. /ecTϑ:g(WQ~Eeʋe-Nv^(u[J]. {:gNw, 2011, 28(10): 103-106. 4TY, hT^V, Ofg. /ecTϑ:g(WQ~Eeʋe-Nv^(uxvz[J]. {:g] z, 2005, 30(22): 44-46. )ney, _[vY, l_:_. WNS͑/ecTϑ:gvQ~Eeʋe[J]. c6RNQV{, 2013, 28(4): 506-510. fg3, ؚ[\, B#k. WNQV{hvQ~EeʋeN[|~!jW[J]. {:g] z, 2008, 34(22): 215-217. hgё[, _ f[, Hs^. WN9eۏ BP ^y~Q~vQ~Eeʋexvz[J]. {:gNpeW[] z, 2012, 40(2): 65-67. \_O, hT[, S^kS, I{. WN||ƖT BP ^y~Q~{lvQ~Eeʋe!jWxvz[J]. [l'Yf[f[b: t]Hr, 2013 (2): 45-48. He B, Wang G, Shi C, et al. Iterative transductive learning for alpha matting[C]. ICIP. 2013: 4282-4286. El-Yaniv R, Pechyony D. Stable transductive learning[M]. Learning Theory. Springer Berlin Heidelberg, 2006: 35-49. He B, Wang G, Zhang C. Iterative transductive learning for automatic image segmentation and matting with RGB-D data[J]. 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