An Empirical Study of Functional Complexity as an Indicator of Overfitting in Genetic Programming.
Leonardo TrujilloSara SilvaPierrick LegrandLeonardo VanneschiPublished in: EuroGP (2011)
Keyphrases
- genetic programming
- evolutionary computation
- fitness function
- evolutionary algorithm
- regression problems
- classification rules
- symbolic regression
- computational complexity
- cross validation
- worst case
- space complexity
- gene expression programming
- image segmentation
- evolutionary approaches
- knowledge base
- grammar guided genetic programming
- machine learning
- high computational complexity
- model selection
- multiscale
- decision trees
- genetic algorithm