Multi-objective evolutionary optimization for generating ensembles of classifiers in the ROC space.
Julien-Charles LevesqueAudrey DurandChristian GagnéRobert SabourinPublished in: GECCO (2012)
Keyphrases
- evolutionary optimization
- multi objective
- optimization algorithm
- evolutionary algorithm
- multi objective optimization
- genetic algorithm
- decision trees
- particle swarm optimization
- genetic optimization
- roc curve
- ensemble learning
- objective function
- nsga ii
- roc analysis
- receiver operating characteristic
- multiple objectives
- ensemble classifier
- multi objective optimization problems
- training data
- classifier ensemble
- naive bayes
- fuzzy modeling
- clustering algorithm
- multiple classifier systems
- support vector
- evolutionary computation
- training set
- optimization problems
- pattern recognition
- feature ranking
- soft computing
- artificial neural networks
- weighted voting
- decision stumps
- ensemble members
- classification accuracy