Neural Control Variates for Monte Carlo Variance Reduction

Mathematics

• Neural Control 100%
• Control Variates 80%
• Variance Reduction 66%
• Neural Networks 42%
• Overfitting 24%
• Bayesian Networks 11%
• Constrained Control 10%
• Synthetic Data 10%
• Bayesian Model 10%
• Machine Learning 9%
• Training 9%
• Test function 9%
• Loss Function 9%
• Experimental Results 9%
• Learning 8%
• Evidence 7%
• Evaluation 6%
• Statistics 6%
• Demonstrate 5%
• Estimator 5%
• Polynomial 4%
• Approximation 4%

Engineering & Materials Science

• Neural networks 27%
• Toys 11%
• Polynomials 6%
• Statistics 6%
• Machine learning 6%