Characterizing Genetic Programming Error Through Extended Bias and Variance Decomposition.
Caitlin A. OwenGrant DickPeter A. WhighamPublished in: IEEE Trans. Evol. Comput. (2020)
Keyphrases
- genetic programming
- low variance
- bias variance decomposition
- variance reduction
- bias variance
- fitness function
- gene expression programming
- trade off
- evolutionary computation
- real valued
- evolutionary algorithm
- symbolic regression
- unbiased estimator
- prediction error
- lower bound
- regression problems
- grammar guided genetic programming
- error analysis
- measurement error
- machine learning
- standard deviation
- error bounds
- monte carlo
- decision trees
- hyper heuristics
- decomposition method
- financial forecasting
- genetic algorithm