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@hayesall
Created 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.
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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