Title
Prediction of drug-disease associations based on ensemble meta paths and singular value decomposition.
Abstract
The proposed EMP-SVD can integrate the interaction data among drugs, proteins and diseases, and predict the drug-disease associations without the need of similarity information. At the same time, the strategy of selecting more reliable negative samples will benefit the prediction.
Year
DOI
Venue
2019
10.1186/s12859-019-2644-5
BMC bioinformatics
Keywords
Field
DocType
Commuting matrix,Drug development,Drug repositioning,Meta path,Singular value decomposition
Singular value decomposition,Drug repositioning,Biology,Drug development,Supervised learning,Artificial intelligence,Bioinformatics,Predictive modelling,Drug-disease,Machine learning
Journal
Volume
Issue
ISSN
20
Suppl 3
1471-2105
Citations 
PageRank 
References 
0
0.34
0
Authors
3
Name
Order
Citations
PageRank
Guangsheng Wu111.36
Juan Liu244.15
Xiang Yue3355.27