A Nested 2-Level Cross-Validation Ensemble Learning Pipeline Suggests a Negative Pressure Against Crosstalk snoRNA-mRNA Interactions in Saccharomyces Cerevisae.
Antoine SouléJean-Marc SteyaertJérôme WaldispühlPublished in: RECOMB (2018)
Keyphrases
- cross validation
- ensemble learning
- model selection
- ensemble methods
- generalization ability
- hyperparameters
- base learners
- support vector
- generalization error
- base classifiers
- regression problems
- random forest
- training set
- nearest neighbor classifiers
- decision trees
- feature selection
- concept drift
- image processing
- class distribution
- genetic algorithm
- data sets