Explainabilty Comparison between Random Forests and Neural Networks - Case Study of Amino Acid Volume Prediction.
Roberta De FazioRosy Di GiovannantonioEmanuele BelliniStefano MarronePublished in: Inf. (2023)
Keyphrases
- random forests
- amino acids
- neural network
- case study
- prediction accuracy
- random forest
- ensemble methods
- physico chemical
- protein sequences
- protein structure prediction
- decision trees
- classification and regression trees
- contact maps
- logistic regression
- physicochemical properties
- experimentally determined
- machine learning algorithms
- tree ensembles
- protein structure
- decision tree ensembles
- protein function
- artificial neural networks
- tertiary structure
- regression forests
- secondary structure
- randomized trees
- contact map
- sequence alignment
- base classifiers
- amino acid sequences
- data mining