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Node Classification on Wiki

0.5907Micro F1NodeSketch
0.0470920.1882210.329350.470479Dec 17, 2019Jan 30, 2020Mar 14, 2020Apr 28, 2020Jun 11, 2020Jul 25, 2020Sep 8, 2020
Updated 8mo ago

Evaluation results

MethodLinks
NodeSketchParameter Tuning Strategy=Tuned for each dataset2019.120.59070.1631
NetMFParameter Tuning Strategy=Tuned for each dataset2019.120.57620.1435
HOPEParameter Tuning Strategy=Tuned for each dataset2019.120.56680.133
GraRepParameter Tuning Strategy=Tuned for each dataset2019.120.56220.1214
DAORParameter Tuning Strategy=Parameter-free2019.120.53240.1597
Node2Vecsetting=Node2Vec2020.090.505—
Node2VecParameter Tuning Strategy=Tuned for each dataset2019.120.50320.0986
NetMF (SCD)setting=NetMF (SCD)2020.090.501—
LINE2019.120.48220.0847
NetHashParameter Tuning Strategy=Tuned for each dataset2019.120.47570.0805
Deepwalksetting=Deepwalk2020.090.465—
DeepWalkParameter Tuning Strategy=Tuned once for all datasets2019.120.46050.0662
INH-MF2019.120.45030.069
PPRSsetting=PPRS2020.090.441—
HARP-DWalkMeta technique=HARP2019.120.43060.0559
HARP-LINEMeta technique=HARP2019.120.42790.0528
SNoResetting=SNoRe2020.090.427—
DAOCParameter Tuning Strategy=Parameter-free2019.120.42430.0566
VERSEParameter Tuning Strategy=Tuned once for all datasets2019.120.41390.0414
SNoRe SDFsetting=SNoRe SDF2020.090.404—
Randomsetting=Random2020.090.394—
LINEsetting=LINE2020.090.382—
LPsetting=Label Propagation2020.090.068—
Deepwalk2020.09—0.087
LINE2020.09—0.058
LP2020.09—0.059
NetMF (SCD)2020.09—0.103
Node2Vec2020.09—0.099
PPRS2020.09—0.08
Random2020.09—0.041
SNoRe2020.09—0.05
SNoRe SDF2020.09—0.034