Unit 6: Sampling Methods

Apr 18: Lecture 13 — Sampling Plans

• Full Factorial
• Random Sampling
• Uniform Projection Plans
• Stratified Sampling
• Space-Filling Metrics
• Space-Filling Subsets
• Quasi-Random Sequences

Apr 18: Lecture 14 — Surrogate Models

• Fitting Surrogate Models
• Linear Models
• Basis Functions
• Fitting Noisy Objective Functions
• Model Selection