链接预测
链路预测是图与网络分析中的一项任务,旨在预测网络中节点之间缺失或未来的连接。基于部分观察到的网络结构和已知连接,链路预测的目标是推断出最有可能被添加或遗漏的链接,从而揭示潜在的关系和增强网络的完整性。该任务在网络科学、社会网络分析和推荐系统等领域具有重要应用价值。
FB15k-237
NBFNet
WN18RR
GFA-NN
WN18
GraphVite (zhu2019graphvite)
FB15k
AutoKGE
PCQM-Contact
ViT-PS
YAGO3-10
MEIM
ICEWS05-15
TNTComplEx (x10)
ICEWS14
TNTComplEx (x10)
Wikidata5M
Citeseer
Node Feature Agg + Similarity Metric
Cora
Walkpooling
Pubmed
Walkpooling
GDELT
SPA
FB15k
MEI (small)
UMLS
LP-BERT
Yelp
PEAGAT
OpenBioLink
RESCAL
CoDEx Medium
ULTRA
MovieLens 25M
PEAGAT
WordNet
Hyperbolic Entailment Cones
CoDEx Small
ComplEx-N3-RP
CoDEx Large
FB122
Prob-CBR
NELL-995
Prob-CBR
TSP/HCP Benchmark set
EGT
DBLP
JF17K
KG20C
MEI (small)
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
Cora (biased evaluation)
GraphStar (double weight on positive examples)
Decagon
Decagon
Douban
HSRL (DW)
GPS
LiveJournal
PyTorch BigGraph
MovieLens 1M
PPI
HGCN
Pubmed (biased evaluation)
GraphStar (double weight on positive examples)
USAir
SEAL
HAHE
YAGO15k
TNTComplEx (x10)
YAGO37
SEEK
YouTube
PyTorch BigGraph
AbstRCT - Neoplasm
ResAttArg
ACM
AKSW-bib
KG2Vec LSTM
Alibaba
GATNE-I
Alibaba-S
Amazon
GATNE-T
Aristo-v4
ComplEx-N3-RP
CDCP
Cit-HepPH
Citeseer (nonstandard variant)
COLLAB
GatedGCN-PE
Cora (nonstandard variant)
GLACE
DDB14
ConE
DRI Corpus
Drug-Drug Interactions
Drug-target interactions
HOGCN
FB-AUTO
BoxE
FB15k-237-ind
kNN-KGE
FB15k (filtered)
ParTransH
Gene-disease interactions
Gnutella
GO21
ConE
IMDb
Event2vec
Last.FM
MIT
ogbl-collab
Edge2Node
OpenBG500
protein-protein interactions
Pubmed (nonstandard variant)
GLACE
SINS
Twitter
Wiki
BANE
Wiki-Vote
Asymmetric Transitivity Preservation
Wikidata12k
TimePlex
Wikipeople
HAHE
WN18 (filtered)
ParTransH
Yago11k
YAGO39K
TransC (bern)