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Table 4 Micro-F1 scores for multi-label classification on BlogCatalog, Flickr, and Youtube datasets

From: SURREAL: Subgraph Robust Representation Learning

Algorithm BlogCatalog Flickr Youtube
  10% 50% 90% 10% 50% 90% 10% 50% 90%
DeepWalk 30.12 34.28 34.83 37.70 39.62 42.36 40.62 42.09 43.77
node2vec 34.53 36.94 37.99 38.90 41.39 43.91 41.53 43.12 44.45
Walklets 26.90 29.09 30.41 38.32 40.58 42.62 41.15 42.97 43.89
SURREAL 31.02 34.85 36.42 38.98 42.31 44.26 41.94 43.76 45.26
G.O. DWalk 3.00 1.63 4.55 3.40 6.79 4.49 3.25 3.97 3.40
G.O. N2vec - - - 0.21 2.22 0.80 0.10 1.48 1.82
G.O. Walk 15.27 19.80 19.75 1.72 4.26 3.85 1.92 1.84 3.12
  1. Bolded numbers represent the best performance. By “G.O.” we denote “gain over”