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March 5, 2020 13:37
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This shows the learning time, inference time, and performance measures for three implementations of RDN-Boost on five cross-validation folds of the Cora data set with all precomputes.
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Dataset | Fold | Implementation | Learning Time (seconds) | Inference Time (seconds) | AUC ROC | AUC PR | CLL | Precision | Recall | F1 | |
---|---|---|---|---|---|---|---|---|---|---|---|
Cora | 1.0 | SRLBoost.jar | 17.940017056 | 1.9524624290000006 | 0.851675 | 0.987965 | -0.269838 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | SRLBoost.jar | 18.151404631000002 | 1.9271690879999994 | 0.389344 | 0.830003 | -0.416489 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | SRLBoost.jar | 17.263634849 | 2.221738191 | 0.481788 | 0.958039 | -0.200193 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | SRLBoost.jar | 16.581321441000007 | 1.991782575000002 | 0.807753 | 0.96404 | -0.226603 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | SRLBoost.jar | 17.40511913799999 | 1.761952426999997 | 0.546512 | 0.926562 | -0.285738 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | SRLBoost.jar | 16.790947259999996 | 1.9745360720000065 | 0.851675 | 0.987965 | -0.269838 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | SRLBoost.jar | 18.17949747499999 | 1.9522774849999962 | 0.389344 | 0.830003 | -0.416489 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | SRLBoost.jar | 17.97219833699998 | 2.2244827230000226 | 0.481788 | 0.958039 | -0.200193 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | SRLBoost.jar | 15.301435515999998 | 2.394798455 | 0.807753 | 0.96404 | -0.226603 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | SRLBoost.jar | 17.501800812 | 1.76005488200002 | 0.546512 | 0.926562 | -0.285738 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | SRLBoost.jar | 15.844523642000013 | 1.9781487829999946 | 0.851675 | 0.987965 | -0.269838 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | SRLBoost.jar | 18.173936134 | 1.670822376000018 | 0.389344 | 0.830003 | -0.416489 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | SRLBoost.jar | 17.784772476 | 2.433469305999978 | 0.481788 | 0.958039 | -0.200193 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | SRLBoost.jar | 15.845067042999972 | 2.013202874000001 | 0.807753 | 0.96404 | -0.226603 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | SRLBoost.jar | 17.84551794700002 | 1.704948609999974 | 0.546512 | 0.926562 | -0.285738 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | SRLBoost.jar | 16.162904499000035 | 1.9412862290000135 | 0.851675 | 0.987965 | -0.269838 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | SRLBoost.jar | 18.074673005000022 | 1.8818817439999975 | 0.389344 | 0.830003 | -0.416489 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | SRLBoost.jar | 18.053480165999986 | 2.0732098789999895 | 0.481788 | 0.958039 | -0.200193 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | SRLBoost.jar | 16.57038318499997 | 2.0971850450000034 | 0.807753 | 0.96404 | -0.226603 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | SRLBoost.jar | 17.56769576900001 | 1.6702768069999934 | 0.546512 | 0.926562 | -0.285738 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | SRLBoost.jar | 15.53593529699998 | 2.0647222449999845 | 0.851675 | 0.987965 | -0.269838 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | SRLBoost.jar | 19.606541445999994 | 2.0508879650000154 | 0.389344 | 0.830003 | -0.416489 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | SRLBoost.jar | 18.598259060000032 | 2.5642910799999754 | 0.481788 | 0.958039 | -0.200193 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | SRLBoost.jar | 16.868312075000006 | 2.121319072999995 | 0.807753 | 0.96404 | -0.226603 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | SRLBoost.jar | 17.86160914499999 | 1.8281777739999825 | 0.546512 | 0.926562 | -0.285738 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL-Lite.jar | 246.234433593 | 4.0604065259999516 | 0.875598 | 0.990097 | -0.265467 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | BoostSRL-Lite.jar | 214.99148505199992 | 3.942612469999972 | 0.495902 | 0.882583 | -0.407711 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | BoostSRL-Lite.jar | 143.38858212100013 | 4.153188190000037 | 0.597682 | 0.979461 | -0.177725 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | BoostSRL-Lite.jar | 372.19910300699985 | 4.135242630999983 | 0.808544 | 0.967692 | -0.260785 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | BoostSRL-Lite.jar | 424.8962154180001 | 3.9433067719999144 | 0.482558 | 0.888967 | -0.348576 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL-Lite.jar | 214.69060208300016 | 4.119059130000096 | 0.875598 | 0.990097 | -0.269621 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | BoostSRL-Lite.jar | 222.1587932919997 | 3.9761709660001543 | 0.495902 | 0.882583 | -0.407848 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | BoostSRL-Lite.jar | 102.2220981800001 | 3.9345196530002795 | 0.596026 | 0.97942 | -0.177942 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | BoostSRL-Lite.jar | 381.8607809649998 | 4.130744062999838 | 0.808544 | 0.967692 | -0.260785 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | BoostSRL-Lite.jar | 391.80165707900005 | 3.710540263999974 | 0.538598 | 0.909892 | -0.343834 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL-Lite.jar | 256.37978285300005 | 4.085436668000057 | 0.875598 | 0.990097 | -0.266622 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | BoostSRL-Lite.jar | 255.11499614899958 | 3.9858878089999052 | 0.495902 | 0.882583 | -0.407848 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | BoostSRL-Lite.jar | 101.22398746300041 | 4.143842029000098 | 0.59106 | 0.978699 | -0.1766 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | BoostSRL-Lite.jar | 385.5624887839999 | 4.33517194399974 | 0.808544 | 0.967692 | -0.260785 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | BoostSRL-Lite.jar | 379.48026452199974 | 3.909038795000015 | 0.482558 | 0.888967 | -0.34821 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL-Lite.jar | 263.9551253489999 | 4.379210636000607 | 0.875598 | 0.990097 | -0.266687 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | BoostSRL-Lite.jar | 272.3393673010005 | 3.794576004999726 | 0.495902 | 0.882583 | -0.407848 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | BoostSRL-Lite.jar | 94.33723952299988 | 4.341275869000128 | 0.59106 | 0.978699 | -0.176729 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | BoostSRL-Lite.jar | 391.7005908300007 | 4.276964964000399 | 0.808544 | 0.967692 | -0.260785 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | BoostSRL-Lite.jar | 415.52521971399983 | 3.9470053410004766 | 0.538598 | 0.909892 | -0.344008 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL-Lite.jar | 210.13368342800004 | 4.1204458439997325 | 0.875598 | 0.990097 | -0.267411 | 0.928889,0.500 | 1.0 | 0.963134 | |
Cora | 2.0 | BoostSRL-Lite.jar | 209.4178795280004 | 3.9539967930004423 | 0.495902 | 0.882583 | -0.407848 | 0.859155,0.500 | 1.0 | 0.924242 | |
Cora | 3.0 | BoostSRL-Lite.jar | 87.4217659650003 | 4.169566708000275 | 0.59106 | 0.978699 | -0.177796 | 0.974194,0.500 | 1.0 | 0.986928 | |
Cora | 4.0 | BoostSRL-Lite.jar | 291.80588220200025 | 4.082172018000165 | 0.808544 | 0.967692 | -0.260785 | 0.951807,0.500 | 1.0 | 0.975309 | |
Cora | 5.0 | BoostSRL-Lite.jar | 392.9328752669999 | 3.693791851000242 | 0.482558 | 0.888967 | -0.347706 | 0.934783,0.500 | 1.0 | 0.966292 | |
Cora | 1.0 | BoostSRL_v1.1.1.jar | 238.71624941499977 | 4.185136592000163 | 0.875598 | 0.990097 | -0.267518 | 1.000000,0.859 | 0.69378 | 0.819209 | |
Cora | 2.0 | BoostSRL_v1.1.1.jar | 186.90331970999978 | 4.1283067330005 | 0.389344 | 0.830003 | -0.410094 | 0.826087,0.865 | 0.778689 | 0.801688 | |
Cora | 3.0 | BoostSRL_v1.1.1.jar | 202.9440892319999 | 4.624275850999766 | 0.596026 | 0.979293 | -0.1777 | 0.972973,0.877 | 0.238411 | 0.382979 | |
Cora | 4.0 | BoostSRL_v1.1.1.jar | 298.01646183200046 | 5.031376870998429 | 0.808544 | 0.967692 | -0.260785 | 0.968254,0.797 | 0.772152 | 0.859155 | |
Cora | 5.0 | BoostSRL_v1.1.1.jar | 518.6631687260015 | 3.823551129999032 | 0.538598 | 0.909892 | -0.34353 | 0.872340,0.795 | 0.476744 | 0.616541 | |
Cora | 1.0 | BoostSRL_v1.1.1.jar | 203.52596886399988 | 4.078894782000134 | 0.875598 | 0.990097 | -0.267113 | 1.000000,0.857 | 0.69378 | 0.819209 | |
Cora | 2.0 | BoostSRL_v1.1.1.jar | 258.7523904369991 | 4.080510912999671 | 0.495902 | 0.882583 | -0.407848 | 0.843750,0.864 | 0.885246 | 0.864 | |
Cora | 3.0 | BoostSRL_v1.1.1.jar | 87.49571937400106 | 4.336759126999823 | 0.59106 | 0.978699 | -0.177861 | 0.986577,0.784 | 0.97351 | 0.98 | |
Cora | 4.0 | BoostSRL_v1.1.1.jar | 387.8978683490004 | 4.210448947998884 | 0.808544 | 0.967692 | -0.260785 | 0.968254,0.797 | 0.772152 | 0.859155 | |
Cora | 5.0 | BoostSRL_v1.1.1.jar | 444.2386740710008 | 4.050248042000021 | 0.482558 | 0.888967 | -0.34821 | 0.872340,0.796 | 0.476744 | 0.616541 | |
Cora | 1.0 | BoostSRL_v1.1.1.jar | 208.83818473099927 | 4.1636871739992785 | 0.875598 | 0.990097 | -0.266196 | 1.000000,0.857 | 0.69378 | 0.819209 | |
Cora | 2.0 | BoostSRL_v1.1.1.jar | 231.25126364400057 | 3.910840401000314 | 0.495902 | 0.882583 | -0.407848 | 0.843750,0.864 | 0.885246 | 0.864 | |
Cora | 3.0 | BoostSRL_v1.1.1.jar | 97.66596356599985 | 4.355814233998899 | 0.59106 | 0.978699 | -0.177828 | 0.986577,0.784 | 0.97351 | 0.98 | |
Cora | 4.0 | BoostSRL_v1.1.1.jar | 395.19957855900066 | 4.213431702000889 | 0.808544 | 0.967692 | -0.260785 | 0.968254,0.797 | 0.772152 | 0.859155 | |
Cora | 5.0 | BoostSRL_v1.1.1.jar | 489.60025874500025 | 3.649122069000441 | 0.482558 | 0.888967 | -0.34821 | 0.872340,0.796 | 0.476744 | 0.616541 | |
Cora | 1.0 | BoostSRL_v1.1.1.jar | 253.32749137700011 | 4.11142240800109 | 0.875598 | 0.990097 | -0.265925 | 1.000000,0.852 | 0.751196 | 0.857923 | |
Cora | 2.0 | BoostSRL_v1.1.1.jar | 280.70164196800033 | 3.826612507000391 | 0.495902 | 0.882583 | -0.407848 | 0.843750,0.864 | 0.885246 | 0.864 | |
Cora | 3.0 | BoostSRL_v1.1.1.jar | 172.92697940299877 | 4.113190058998953 | 0.604305 | 0.980382 | -0.177639 | 0.972973,0.879 | 0.238411 | 0.382979 | |
Cora | 4.0 | BoostSRL_v1.1.1.jar | 399.3041671209994 | 4.105673555999601 | 0.808544 | 0.967692 | -0.260785 | 0.968254,0.797 | 0.772152 | 0.859155 | |
Cora | 5.0 | BoostSRL_v1.1.1.jar | 450.5041425159998 | 3.6742662289998407 | 0.538598 | 0.909892 | -0.343834 | 0.872340,0.795 | 0.476744 | 0.616541 | |
Cora | 1.0 | BoostSRL_v1.1.1.jar | 258.2929137530009 | 4.147467420001703 | 0.875598 | 0.990097 | -0.267118 | 1.000000,0.856 | 0.751196 | 0.857923 | |
Cora | 2.0 | BoostSRL_v1.1.1.jar | 212.34509846100082 | 3.874084283001139 | 0.495902 | 0.882583 | -0.407584 | 0.848485,0.866 | 0.918033 | 0.88189 | |
Cora | 3.0 | BoostSRL_v1.1.1.jar | 86.09524948499893 | 4.349423385998307 | 0.59106 | 0.978699 | -0.176704 | 0.986577,0.784 | 0.97351 | 0.98 | |
Cora | 4.0 | BoostSRL_v1.1.1.jar | 333.87190260699936 | 4.358032059999459 | 0.808544 | 0.967692 | -0.260785 | 0.968254,0.797 | 0.772152 | 0.859155 | |
Cora | 5.0 | BoostSRL_v1.1.1.jar | 423.8335301799998 | 3.7251509170000645 | 0.538598 | 0.909892 | -0.343834 | 0.872340,0.795 | 0.476744 | 0.616541 |
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