Comparing Methods for Estimating Marginal Likelihood in Symbolic Regression

Keyphrases

• Symbolic Regression 100%
• Comparing Methods 100%
• Marginal Likelihood 100%
• Genetic Programming 60%
• Nonlinearity 20%
• Equation Set 20%
• Overfitting 20%
• Training Data 20%
• Computational Efficiency 20%
• Fitness Evaluation 20%
• Multimodality 20%
• Computational Budget 20%
• Complex Expressions 20%
• Conflicting Selection 20%
• Sequential Monte Carlo 20%
• Posterior Distribution 20%
• Laplace Approximation 20%
• Improved Algorithm 20%
• Accuracy Budget 20%

Mathematics

• Marginal Likelihood 100%
• Monte Carlo 33%
• Training Data 33%
• Complex Expression 33%
• Nonlinearity 33%
• Laplace Approximation 33%
• Posterior Distribution 33%

Medicine and Dentistry

• Genetic Programming 100%
• Computational Efficiency 33%