Link Prediction
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。
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
Walkpooling
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
Citeseer (nonstandard variant)
CoDEx Small
ComplEx-N3-RP
CoDEx Large
CoDEx Medium
ULTRA
COLLAB
GatedGCN-PE
Cora
NESS
Cora (biased evaluation)
GraphStar (double weight on positive examples)
Cora (nonstandard variant)
GLACE
DBLP
DDB14
ConE
Decagon
Decagon
Douban
HSRL (DW)
DRI Corpus
Drug-Drug Interactions
Drug-target interactions
HOGCN
FB-AUTO
BoxE
FB122
Prob-CBR
FB15k
MEI (small)
FB15k
AutoKGE
FB15k-237
ComplEx-N3-RP
FB15k-237-ind
kNN-KGE
FB15k (filtered)
ParTransH
GDELT
SPA
Gene-disease interactions
Gnutella
GO21
ConE
GPS
ICEWS05-15
TNTComplEx (x10)
ICEWS14
TNTComplEx (x10)
IMDb
Event2vec
JF17K
KG20C
MEI (small)
Last.FM
LiveJournal
PyTorch BigGraph
MIT
MovieLens 1M
MovieLens 25M
PEAGAT
NELL-995
Prob-CBR
ogbl-collab
Edge2Node
OpenBG500
OpenBioLink
RESCAL
PCQM-Contact
ViT-PS
PPI
HGCN
protein-protein interactions
Pubmed
Walkpooling
Pubmed (biased evaluation)
GraphStar (double weight on positive examples)
Pubmed (nonstandard variant)
GLACE
SINS
TSP/HCP Benchmark set
EGT
Twitter
UMLS
LP-BERT
USAir
SEAL
Wiki
BANE
Wiki-Vote
Asymmetric Transitivity Preservation
Wikidata12k
TimePlex
Wikidata5M
Wikipeople
HAHE
WN18
GraphVite (zhu2019graphvite)
WN18 (filtered)
ParTransH
WN18RR
GFA-NN
WordNet
Hyper-SAGNN-W
Yago11k
YAGO15k
TNTComplEx (x10)
YAGO3-10
MEIM
YAGO37
SEEK
YAGO39K
TransC (bern)
Yelp
PEAGAT
YouTube
PyTorch BigGraph
HAHE