Classifier generalization for comprehensive classifiers subsumption in XCS.
Caili ZhangTakato TatsumiHiyoyuki SatoTim KovacsKeiki TakadamaPublished in: GECCO (Companion) (2018)
Keyphrases
- classifier systems
- learning classifier systems
- linear classifiers
- individual classifiers
- training data
- real valued
- multiple classifiers
- classifier combination
- combining classifiers
- probabilistic classifiers
- svm classifier
- support vector
- genetic algorithm
- nearest neighbor classifier
- binary classifiers
- description logics
- training samples
- classifier ensemble
- ensemble classifier
- multiclass classification
- classification method
- associative classifiers
- classification rate
- feature set
- training instances
- class labels
- accurate classifiers
- optimum path forest
- multiple classifier systems
- feature selection
- k nearest neighbour
- reinforcement learning
- higher classification accuracy
- training set
- highest accuracy
- bayesian classifier
- classification decisions
- classification algorithm
- decision trees
- ensemble learning
- decision tree classifiers
- classifier training
- majority vote
- rule learning
- bayes classifier
- classification process
- training examples
- supervised classification
- classification models
- multi category
- train a support vector machine
- correctly classified
- bayesian classifiers
- extracted features
- ensemble methods
- feature subset
- learning algorithm