scholarly journals DrugE-Rank: improving drug–target interaction prediction of new candidate drugs or targets by ensemble learning to rank

2016 ◽  
Vol 32 (12) ◽  
pp. i18-i27 ◽  
Author(s):  
Qingjun Yuan ◽  
Junning Gao ◽  
Dongliang Wu ◽  
Shihua Zhang ◽  
Hiroshi Mamitsuka ◽  
...  
Keyword(s):  
Ensemble Learning ◽  
Drug Target ◽  
Learning To Rank ◽  
Target Interaction ◽  
Interaction Prediction

Drug-target interaction prediction using ensemble learning and dimensionality reduction

Methods ◽  
2017 ◽  
Vol 129 ◽  
pp. 81-88 ◽  
Author(s):  
Ali Ezzat ◽  
Min Wu ◽  
Xiao-Li Li ◽  
Chee-Keong Kwoh
Keyword(s):  
Dimensionality Reduction ◽  
Ensemble Learning ◽  
Drug Target ◽  
Target Interaction ◽  
Interaction Prediction

scholarly journals Drug-target interaction prediction via class imbalance-aware ensemble learning

2016 ◽  
Vol 17 (S19) ◽  
Author(s):  
Ali Ezzat ◽  
Min Wu ◽  
Xiao-Li Li ◽  
Chee-Keong Kwoh
Keyword(s):  
Ensemble Learning ◽  
Drug Target ◽  
Class Imbalance ◽  
Target Interaction ◽  
Interaction Prediction

Drug-Target Interaction Prediction with Graph Regularized Matrix Factorization

2017 ◽  
Vol 14 (3) ◽  
pp. 646-656 ◽  
Author(s):  
Ali Ezzat ◽  
Peilin Zhao ◽  
Min Wu ◽  
Xiao-Li Li ◽  
Chee-Keong Kwoh
Keyword(s):  
Matrix Factorization ◽  
Drug Target ◽  
Target Interaction ◽  
Interaction Prediction
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