Less is More: A Call to Focus on Simpler Models in Genetic Programming for Interpretable Machine Learning.
Marco VirgolinEric MedvetTanja AlderliestenPeter A. N. BosmanPublished in: CoRR (2022)
Keyphrases
- genetic programming
- machine learning
- machine learning models
- evolutionary computation
- fitness function
- model selection
- learning algorithm
- statistical methods
- machine learning methods
- statistical models
- complex systems
- artificial intelligence
- semi supervised
- support vector machine
- semi supervised learning
- active learning
- data analysis
- pattern recognition
- decision trees
- computer vision
- classification rules
- social networks
- classification models
- learning models
- machine learning approaches
- explanation based learning
- gene expression programming