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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。
WN18RR
GFA-NN
FB15k-237
NBFNet
WN18
GraphVite (zhu2019graphvite)
FB15k
AutoKGE
YAGO3-10
MEIM
PCQM-Contact
ViT-PS
ICEWS05-15
TNTComplEx (x10)
ICEWS14
TNTComplEx (x10)
Wikidata5M
Cora
Walkpooling
Citeseer
Node Feature Agg + Similarity Metric
Pubmed
Walkpooling
GDELT
SPA
UMLS
LP-BERT
FB15k
MEI (small)
Yelp
PEAGAT
OpenBioLink
RESCAL
MovieLens 25M
PEAGAT
CoDEx Medium
ULTRA
WordNet
Hyperbolic Entailment Cones
CoDEx Small
ComplEx-N3-RP
CoDEx Large
FB122
Prob-CBR
TSP/HCP Benchmark set
EGT
NELL-995
Prob-CBR
JF17K
DBLP
KG20C
MEI (small)
USAir
SEAL
Pubmed (biased evaluation)
GraphStar (double weight on positive examples)
Decagon
Decagon
Cora (biased evaluation)
GraphStar (double weight on positive examples)
Douban
HSRL (DW)
YAGO15k
TNTComplEx (x10)
LiveJournal
PyTorch BigGraph
YouTube
PyTorch BigGraph
PPI
HGCN
GPS
HAHE
MovieLens 1M
Citeseer (biased evaluation)
GraphStar (double weight on positive examples)
YAGO37
SEEK
Gene-disease interactions
AbstRCT - Neoplasm
ResAttArg
IMDb
Event2vec
Alibaba-S
OpenBG500
Alibaba
GATNE-I
Drug-Drug Interactions
FB15k (filtered)
ParTransH
Last.FM
DRI Corpus
Wikidata12k
TimePlex
protein-protein interactions
Yago11k
Drug-target interactions
HOGCN
SINS
WN18 (filtered)
ParTransH
GO21
ConE
COLLAB
GatedGCN-PE
Twitter
Wiki-Vote
Asymmetric Transitivity Preservation
Cora (nonstandard variant)
GLACE
Gnutella
YAGO39K
TransC (bern)
Cit-HepPH
Wiki
BANE
Pubmed (nonstandard variant)
GLACE
MIT
Amazon
GATNE-T
Citeseer (nonstandard variant)
AKSW-bib
KG2Vec LSTM
Aristo-v4
ComplEx-N3-RP
ogbl-collab
Edge2Node
ACM
DDB14
ConE
FB-AUTO
BoxE
CDCP
Wikipeople
HAHE
FB15k-237-ind
kNN-KGE