Surrogate Modeling for Bayesian Optimization beyond a Single Gaussian Process

Mathematics

• Surrogate 100%
• Gaussian Process 81%
• Surrogate Model 62%
• Optimization 62%
• Modeling 53%
• Drug Discovery 22%
• Domain Knowledge 21%
• Evaluation 20%
• Parameter Design 17%
• Scalability 17%
• Acquisition 17%
• Leverage 17%
• Real-world Applications 17%
• Expressiveness 17%
• Exploitation 17%
• Regret 17%
• Hyperparameters 17%
• Global Optimum 16%
• Robotics 16%
• Search Space 16%
• Tuning 16%
• Gaussian Model 15%
• Black Box 15%
• Bayesian Model 15%
• Process Model 15%
• Kernel Function 14%
• Ensemble 13%
• Query 13%
• Costs 10%
• kernel 9%
• Approximation 6%
• Form 5%

Engineering & Materials Science

• Sampling 33%
• Drug Discovery 15%
• Hinges 12%
• Scalability 9%
• Tuning 9%
• Costs 4%