Detecting Proline and Non-Proline Cis Isomers in Protein Structures from Sequences Using Deep Residual Ensemble Learning.
Jaswinder SinghJack HansonRhys HeffernanKuldip K. PaliwalYuedong YangYaoqi ZhouPublished in: J. Chem. Inf. Model. (2018)
Keyphrases
- ensemble learning
- protein structure
- physico chemical
- generalization ability
- protein sequences
- ensemble methods
- protein structure prediction
- sequence analysis
- secondary structure
- protein structure alignment
- amino acids
- amino acid sequences
- random forest
- unlabeled data
- sequential patterns
- concept drift
- protein families
- nuclear magnetic resonance
- data sets
- mutual subspace method
- protein function
- base classifiers
- decision trees
- support vector machine
- artificial neural networks
- data analysis
- experimentally determined
- training data
- neural network