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Node Classification은 그래프 데이터 분석에서 수행되는 머신 러닝 작업으로, 그래프 내 노드의 속성과 그 관계를 바탕으로 알려지지 않은 노드 속성을 예측하는 것을 목표로 합니다. 이 작업은 Graph Neural Networks 등의 모델을 통해 구현되며, 일반적으로 Cora, Citeseer, Pubmed 등의 벤치마크 데이터셋에서 Accuracy와 F1 스코어 등의 지표를 사용하여 성능을 평가합니다. Node Classification은 소셜 네트워크 분석, 추천 시스템, 바이오인포매틱스 등 다양한 분야에서 중요한 응용 가치를 가지고 있습니다.
Cora
SSP
Citeseer
PathNet
Pubmed
ClusterGCN
Wisconsin
FSGNN (3-hop)
Actor
Texas
2-HiGCN
Chameleon
FSGNN (8-hop)
Cornell
Squirrel
CiteSeer with Public Split: fixed 20 nodes per class
Chameleon (60%/20%/20% random splits)
Film (60%/20%/20% random splits)
Squirrel (60%/20%/20% random splits)
PubMed with Public Split: fixed 20 nodes per class
OGC
PubMed (60%/20%/20% random splits)
Texas (60%/20%/20% random splits)
ACM-GCN++
Cora with Public Split: fixed 20 nodes per class
OGC
Cornell (60%/20%/20% random splits)
HH-GraphSAGE
Wisconsin (60%/20%/20% random splits)
ACM-GCN++
CiteSeer (60%/20%/20% random splits)
Cora (60%/20%/20% random splits)
Penn94
GloGNN++
Cora (48%/32%/20% fixed splits)
NLGAT
Citeseer (48%/32%/20% fixed splits)
Geom-GCN
PubMed (48%/32%/20% fixed splits)
GCNII
genius
GESN
Coauthor CS
CoLinkDist
PPI
g2-MLP
PascalVOC-SP
SAN+LapPE
COCO-SP
GPS
Reddit
BNS-GCN
Cora (0.5%)
CPF-ind_APPNP
Cora (3%)
Truncated Krylov
Cora (1%)
VHCN
Coauthor Physics
CoLinkDist
AMZ Photo
JK (Heat Diffusion)
PubMed (0.05%)
PubMed (0.03%)
Truncated Krylov
CiteSeer (1%)
Truncated Krylov
CiteSeer (0.5%)
MT-GCN
PubMed (0.1%)
Truncated Krylov
Amazon Computers
GAT
CLUSTER
GRIT
arXiv-year
LINKX
Amazon Photo
CoLinkDist
PATTERN
GRIT
Cora Full-supervised
GCNII
Cora: fixed 20 node per class
Self-supervised GraphMAE
PATTERN 100k
EGT
Yelp-Fraud
Facebook
GNNMoE(GCN-like P)
AM
R-GCN
Flickr
GCN+GAugM (Zhao et al., 2021)
Pubmed Full-supervised
GraphSAGE+DropEdge
AIFB
R-GCN
Brazil Air-Traffic
BGS
SCENE
AMZ Comp
HH-GCN
roman-empire
Europe Air-Traffic
GCN_cheby (Kipf and Welling, 2017)
Citeseer Full-supervised
IncepGCN+DropEdge
USA Air-Traffic
DEMO-Net(weight)
pokec
Polynormer
Struc2vec
Amazon-Fraud
GTAN
Wiki-CS
CGT
Wiki-Vote
DEMO-Net(weight)
MUTAG
RR-GCN-PPV
Placenta
GraphSAGE
Wikipedia
GraphGAN
Cora Full
CoLinkDist
DBLP
GRACE
AMZ Computers
CPF-ind-GAT
tolokers
Polynormer
AVA
ASDNet [ASDNet_ICCV2021]
Squirrel (48%/32%/20% fixed splits)
Chameleon (48%/32%/20% fixed splits)
GREAD-BS
MuMiN-large
amazon-ratings
MuMiN-small
LaBSE
MAG240M-LSC
Cora Full with Public Split
CoLinkDist
MAG-scholar-C
FastGCN
minesweeper
BlogCatalog
DEMO-Net(weight)
NELL
DFNet-ATT
MuMiN-medium
MS ACADEMIC
APPNP
Cornell (48%/32%/20% fixed splits)
Chameleon(60%/20%/20% random splits)
Squirrel(60%/20%/20% random splits)
NCSAGE
Cora: fixed 5 node per class
GraphMix (GCN)
Texas (48%/32%/20% fixed splits)
Wisconsin (48%/32%/20% fixed splits)
DMGFULL
RR-GCN-PPV
Cora: fixed 10 node per class
CPF-tra-GCNII
Telegram (Directed Graph label rate 60%)
ScaleNet
Citeseer: fixed 20 node per class
YouTube
LINE
wiki
A2DUG
Crocodile
LW-GCN
AMPLUS
R-GCN
Coauthor Phy
GCN-LPA
DMG777K
RR-GCN-PPV
twitch-gamers
Dual-Net GNN
questions
GCN
Wiki
DAOR
Deezer Romania
MDGENRE
CiteSeer with Public Split: fixed 5 nodes per class
GraphMix (GCN)
Bitcoin-OTC
GraphMix (GCN)
Amazon2M
Cluster-GCN
Film(48%/32%/20% fixed splits)
Pubmed random partition
GraphMix (GCN)
Deezer Hungary
Cora: fixed 20 nodes per class
NBA
Citeseer random partition
GraphMix (GCN)
Electronics
AMZ Computers: fixed 20 node per class
Bitcoin-Alpha
GraphMix (GCN)
Pubmed: fixed 20 node per class
Cora random partition
GraphMix (GCN)
CellTypeGraph Benchmark
plantcelltype-EdgeDeeperGCN
BGP
PathNet
20NEWS
GraRep
Deezer Croatia