Improving protein-protein interactions prediction accuracy using XGBoost feature selection and stacked ensemble classifier.
Cheng ChenQingmei ZhangBin YuZhaomin YuPatrick J. LawrenceQin MaYan ZhangPublished in: Comput. Biol. Medicine (2020)
Keyphrases
- prediction accuracy
- ensemble classifier
- protein protein interactions
- ensemble methods
- feature selection
- ensemble learning
- base classifiers
- random forest
- high throughput
- computational methods
- improve the prediction accuracy
- protein interaction
- high precision
- biological data
- classification models
- protein function
- structural properties
- network topology
- network analysis
- concept drift
- benchmark datasets
- support vector machine
- markov random field
- feature extraction
- feature subset
- microarray
- text categorization
- information extraction
- fusion method
- probabilistic model
- training data