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节点分类

Node Classification 是图数据分析中的机器学习任务，旨在根据节点属性及其之间的关系预测图中节点的未知属性。该任务通过图神经网络等模型实现，性能通常使用 Accuracy 和 F1 等指标在 Cora、Citeseer 和 Pubmed 等基准数据集上进行评估。Node Classification 在社交网络分析、推荐系统和生物信息学等领域具有重要应用价值。

排行榜

共计 6 个模型

基准测试

Cora
Citeseer
PathNet
Pubmed
GAT
Wisconsin
Actor
Texas
Chameleon
Cornell
Squirrel
CiteSeer with Public Split: fixed 20 nodes per class
Chameleon (60%/20%/20% random splits)
Film (60%/20%/20% random splits)
PubMed (60%/20%/20% random splits)
Squirrel (60%/20%/20% random splits)
Cornell (60%/20%/20% random splits)
PubMed with Public Split: fixed 20 nodes per class
Texas (60%/20%/20% random splits)
Cora with Public Split: fixed 20 nodes per class
Wisconsin (60%/20%/20% random splits)
CiteSeer (60%/20%/20% random splits)
Cora (60%/20%/20% random splits)
Penn94
Citeseer (48%/32%/20% fixed splits)
Cora (48%/32%/20% fixed splits)
PubMed (48%/32%/20% fixed splits)
genius
Coauthor CS
PPI
GRACE
PascalVOC-SP
COCO-SP
Reddit
GRACE
Coauthor Physics
Cora (0.5%)
Cora (1%)
Cora (3%)
AMZ Photo
CiteSeer (0.5%)
CiteSeer (1%)
PubMed (0.03%)
PubMed (0.05%)
PubMed (0.1%)
CLUSTER
arXiv-year
PATTERN
Amazon Computers
GAT
Amazon Photo
GraphSAGE
Cora: fixed 20 node per class
Yelp-Fraud
Cora Full-supervised
AM
Facebook
Flickr
AIFB
BGS
Brazil Air-Traffic
Europe Air-Traffic
PATTERN 100k
Citeseer Full-supervised
pokec
Pubmed Full-supervised
roman-empire
USA Air-Traffic
Amazon-Fraud
AMZ Comp
MUTAG
Wiki-Vote
AMZ Computers
Cora Full
Wiki-CS
GraphSAGE
DBLP
GRACE
Placenta
GraphSAGE
Wikipedia
AVA
BlogCatalog
Chameleon (48%/32%/20% fixed splits)
Cora Full with Public Split
MAG-scholar-C
MAG240M-LSC
Squirrel (48%/32%/20% fixed splits)
tolokers
MuMiN-large
MuMiN-medium
MuMiN-small
blogcatalog
Cornell (48%/32%/20% fixed splits)
MS ACADEMIC
NELL
amazon-ratings
minesweeper
AMPLUS
Chameleon(60%/20%/20% random splits)
Citeseer: fixed 20 node per class
Coauthor Phy
Cora: fixed 10 node per class
Cora: fixed 5 node per class
Crocodile
Deezer Romania
DMG777K
DMGFULL
MDGENRE
Squirrel(60%/20%/20% random splits)
Telegram (Directed Graph label rate 60%)
Texas (48%/32%/20% fixed splits)
twitch-gamers
Wiki
wiki
Wisconsin (48%/32%/20% fixed splits)
YouTube
questions
GCN
20NEWS
Amazon2M
AMZ Computers: fixed 20 node per class
Bitcoin-Alpha
Bitcoin-OTC
CellTypeGraph Benchmark
Citeseer random partition
CiteSeer with Public Split: fixed 5 nodes per class
Cora: fixed 20 nodes per class
Cora random partition
Deezer Croatia
Film(48%/32%/20% fixed splits)
Pubmed: fixed 20 node per class
Pubmed random partition
BGP
PathNet
Deezer Hungary
Electronics
NBA