Derivative-Enhanced Gaussian Processes

Examples related to arbitrary order derivative-enhanced Gaussian Processes (DDEGPs).

DDEGP Examples

• DEGP Tutorial: 3D Function Approximation with 2D Slice Visualization
  • Setup
  • Configuration
  • True Function
  • Training Data Generation
  • Training
  • Model Evaluation on 2D Slice
  • Visualization
  • Run Tutorial
• 3D Example: GDDEGP on Hartmann3 Function with Multiple Directional Derivatives
  • Configuration
  • Define Hartmann3 Function
  • Gram-Schmidt Orthonormalization
  • Generate Training Data
  • Train GDDEGP Model
  • Evaluate Model
  • Visualize 2D Slices
  • Summary