Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability.
José Ramón CanoFrancisco HerreraManuel LozanoPublished in: Data Knowl. Eng. (2007)
Keyphrases
- classification rules
- trade off
- training set
- classification algorithm
- nearest neighbor
- decision trees
- predictive accuracy
- genetic programming
- association rules
- medical data sets
- evolutionary computation
- data sets
- training data
- rule sets
- cross validation
- subgroup discovery
- classification accuracy
- supervised learning
- prediction accuracy
- associative classification
- rule discovery
- fuzzy rules
- genetic algorithm
- human experts
- ant miner
- k nearest neighbor
- decision tree algorithm
- associative classifiers
- pattern recognition
- decision rules
- training examples
- training samples
- support vector machine
- pairwise
- feature space