Hyper-Parameter Optimization Using MARS Surrogate for Machine-Learning Algorithms

Mathematics

• Mars 100%
• Parameter Optimization 89%
• Hyperparameters 80%
• Surrogate 78%
• Learning Algorithm 76%
• Machine Learning 71%
• Evaluation Function 52%
• Benchmark 42%
• Multivariate Splines 32%
• Spline Functions 25%
• Multivariate Functions 25%
• Empirical Study 24%
• Optimization Algorithm 23%
• Trade-offs 22%
• Configuration 16%
• Model 14%
• Demonstrate 12%

Engineering & Materials Science

• Learning algorithms 53%
• Function evaluation 49%
• Machine learning 47%
• Splines 21%