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Table 1 An overview of current studies in the drug repurposing field

From: DrugRep-HeSiaGraph: when heterogenous siamese neural network meets knowledge graphs for drug repurposing

Reference

Method

Details

[3]

FB

Non-linear method

[4]

FB

Fusion method to combine three similarity measurements

[5]

FB

Recommendation system based on functional characteristics

[9]

HNB

Non-negative matrix factorization

[10]

HNB

Multi-modal neural network

[11]

HNB

Random walk with restart on a hierarchical network

[12]

HNB

Weighted bilinear neural network

[13]

HNB

Deep learning

[14]

HNB

Geometric deep learning

[15]

HNB

Fusing higher and lower-order biological information

[17]

KG

Creating a knowledge graph from biomedical literature

[19]

KG

Literature-based KG utilizing weighted relationships

[20]

KG

Drug-centric knowledge graph

[21]

KG

A coupled-tensor factorization-based embedding model

[23]

KG

CAS biomedical knowledge graph and drug ranking method

[18]

KG

Knowledge graph completion using TransE

[22]

KG

Logistic regression method