Clonal Selection Classifier with Data Reduction: Classification as an optimization task.
Luiz Otávio Vilas Boas OliveiraRodrigo Luiz Mendes MotaDante Augusto Couto BaronePublished in: IEEE Congress on Evolutionary Computation (2012)
Keyphrases
- data reduction
- instance selection
- feature selection
- classification accuracy
- classification algorithm
- classification rules
- feature space
- decision trees
- support vector
- data compression
- class labels
- clonal selection
- clonal selection algorithm
- support vector machine
- high dimensionality
- feature extraction
- knowledge discovery
- global optimization
- data analysis
- machine learning
- training data
- preprocessing
- optimization algorithm
- feature set
- feature vectors
- training set
- rough set theory
- optimization method
- optimization problems
- pattern recognition
- supervised learning
- artificial immune system
- function optimization
- evolutionary algorithm
- expert systems
- model selection
- data quality
- association rules