An evolution strategies approach to the simultaneous discretization of numeric attributes in data mining.
Julio J. ValdésLuis Carlos MolinaN. PerisPublished in: IEEE Congress on Evolutionary Computation (2003)
Keyphrases
- numeric attributes
- evolution strategy
- association rules
- data mining
- subgroup discovery
- evolutionary algorithm
- continuous attributes
- discretization method
- nominal attributes
- data mining techniques
- continuous domains
- decision trees
- association rule mining
- knowledge discovery
- numeric values
- attribute values
- differential evolution
- data mining applications
- optimization methods
- genetic algorithm
- regression trees
- data mining tasks
- particle swarm optimization algorithm
- real world
- text mining
- pattern mining
- machine learning
- frequent itemsets
- multi objective
- data analysis
- simulated annealing
- naive bayes classifier
- bayesian classifiers
- search algorithm
- fitness function
- optimization problems
- cluster analysis
- rule induction
- optimization method
- quality measures
- pattern discovery