Research Article

A Novel Triple Matrix Factorization Method for Detecting Drug-Side Effect Association Based on Kernel Target Alignment

Table 5

Comparison to existing methods via 5-fold Cross-Validation.

DatasetsMethodsAUPRAUC

PauwelsPauwels’s methoda
Liu’s methoda
Cheng’s methoda
RBMBMa [26]
INBMa [26]
Ensemble modela [26]
CMFb
GRMFb
NRLMFb
LGCb
Our method

MizutaniMizutani’s methoda
Liu’s methoda
Cheng’s methoda
RBMBMa [26]
INBMa [26]
Ensemble modela [26]
CMFb
GRMFb
NRLMFb
LGCb
Our method

LiuLiu’s methoda
Cheng’s methoda
RBMBMa [26]
INBMa [26]
Ensemble modela [26]
CMFb
GRMFb
NRLMFb
LGCb
Our method

aResults are derived from [26]. bResults are derived from [18].