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Experiments Performance on Cora Table:Mean and SD of AUC over 100 rounds of test on Cora Group #Pos/#Neg/#Citations GPC GPC with Citation XGP LWP 5vs1 346/488/2466 0.905±0.031 0.891±0.022 0.945±0.053 0.990±0.000 5vs2 346761973417 0.900王0.032 0.905士0.044 0.933王0.059 0.991士0.001 5vs3 3467137673905 0.863士0.040 0.89士0.017 0.883士0.013 0.966士0.001 5vs4 3467646/2858 0.916±0.030 0.887士0.018 0.951士0.042 0.997士0.000 5vs6 346/281/1968 0.887±0.054 0.843±0.076 0.955±0.041 0.998士0.000 5vs7 346752972948 0.869士0.045 0.867士0.041 0.926士0.0760.992士0.002 oAll methods are based on the same data partitions for both training and testing. #Pos:number of positive examples #Neg:number of negative examples #Citations:number of links 4口4日+1立4至卡三)风0 Li,Zhang and Yeung (CSE.HKUST) LWP A1 STATS200920/23Experiments Performance on Cora Table: Mean and SD of AUC over 100 rounds of test on Cora. Group #Pos/#Neg/#Citations GPC GPC with Citation XGP LWP 5vs1 346 / 488 / 2466 0.905 ± 0.031 0.891 ± 0.022 0.945 ± 0.053 0.990 ± 0.000 5vs2 346 / 619 / 3417 0.900 ± 0.032 0.905 ± 0.044 0.933 ± 0.059 0.991 ± 0.001 5vs3 346 / 1376 / 3905 0.863 ± 0.040 0.893 ± 0.017 0.883 ± 0.013 0.986 ± 0.001 5vs4 346 / 646 / 2858 0.916 ± 0.030 0.887 ± 0.018 0.951 ± 0.042 0.997 ± 0.000 5vs6 346 / 281 / 1968 0.887 ± 0.054 0.843 ± 0.076 0.955 ± 0.041 0.998 ± 0.000 5vs7 346 / 529 / 2948 0.869 ± 0.045 0.867 ± 0.041 0.926 ± 0.076 0.992 ± 0.002 All methods are based on the same data partitions for both training and testing. #Pos: number of positive examples #Neg: number of negative examples #Citations: number of links Li, Zhang and Yeung (CSE, HKUST) LWP AISTATS 2009 20 / 23
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