About Our LR Ensemble Localization Predictor
Our ensemble localization predictor predicts 4 major locations for Yeast Proteins: Cytosol, Mitochondrion, Nucleus, Secretory. The prediction method is to build an ensemble over different available localization predictors.
In the current version, our predict collects prediction results from up to 6 predictors and Logistic Regression is used as the ensemble algorithm.
Advantages of Our LR Ensemble Localization Predictor
- According to our experiment, Logistic Regression achieves higher ensemble performance than the other algorithms such as Decision Tree, LDA.
- Our method considered overfitting issue.
- Our method included more modern predictors as base predictors in the ensemble.