A comparison of machine learning algorithms for chemical toxicity classification using a simulated multi-scale data model.
Richard S. JudsonFathi ElloumiR. Woodrow SetzerZhen LiImran ShahPublished in: BMC Bioinform. (2008)
Keyphrases
- machine learning algorithms
- benchmark data sets
- machine learning methods
- machine learning
- multiscale
- data model
- decision trees
- learning algorithm
- predictive accuracy
- learning problems
- learning tasks
- machine learning approaches
- random forests
- machine learning models
- chemical compounds
- input features
- machine learning systems
- feature extraction
- statistical machine learning
- model selection
- image segmentation
- supervised machine learning algorithms
- databases
- multiclass classification
- learning models
- classification accuracy
- database systems
- feature selection
- real world