Parsimony Doesn't Mean Simplicity: Genetic Programming for Inductive Inference on Noisy Data.
Ivanoe De FalcoAntonio Della CioppaDomenico MaistoUmberto ScafuriErnesto TarantinoPublished in: EuroGP (2007)
Keyphrases
- noisy data
- inductive inference
- genetic programming
- recursive functions
- languages from positive data
- kolmogorov complexity
- grammatical inference
- intrinsic complexity
- evolutionary algorithm
- transductive inference
- noise tolerant
- case based learning
- learning paradigms
- vc dimension
- noise free
- missing data
- hypothesis spaces
- input data
- pattern languages
- missing values
- algebraic structures
- learning from positive data
- learning from noisy data
- real valued functions
- high dimensionality
- supervised learning
- image data
- active learning
- high dimensional
- training data
- genetic algorithm