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Node Clustering on Citeseer (test)

69.6AccuracyGIC
22.07234.41146.7559.089Aug 12, 2019Oct 17, 2019Dec 23, 2019Feb 28, 2020May 4, 2020Jul 10, 2020Sep 15, 2020

Evaluation results

MethodLinks
GIC2020.0969.645.3——46.5
DGIEmbedding size (F')=5122020.0968.844.4——45
RWR-GAEnumber of walks=50, window size=30 or 20, walk length=30 or 202019.0861.635.458.560.534.3
RWR-VGAEnumber of walks=50, window size=30 or 20, walk length=30 or 202019.0861.333.858.259.533.6
ARGVASelection=best performing variant2020.0958.133.8——30.1
DGI2020.0957.930.9——27.9
ARGE2019.0857.33554.657.334.1
ARVGE2019.0854.426.152.954.924.5
K-means2020.095430.5——27.9
TADW2020.0945.529.1——22.8
GAE2019.0840.817.637.241.812.4
VGAESelection=best performing variant2020.0940.817.6——12.4
VGAE2019.0834.415.630.834.99.3
DW2019.0833.78.82724.89.2
DeepWalk2020.0933.78.8——9.2
DNGR2020.0932.618——4.4
SC2019.0823.95.629.917.91