Numerical Examples

• LINFA Tutorial 1 - Two dimensions
  • Tutorial outline
  • Additional Resources
  • Problem definition
  • Variational inference with full model
  • Variational inference with neural network surrogate model
• LINFA Tutorial 2 - Three dimensions
  • Tutorial outline
  • Additional Resources
  • Problem definition
  • Generation of synthetic data
  • Check for Gradient Calculation
  • Variational inference with full model
  • AdaAnn: An adaptive annealing scheduler
  • NoFAS: Normalizing flow with an adaptively trained surrogate
• Simple two-dimensional map with Gaussian likelihood
• High-dimensional Sobol’ Function
• Two-element Windkessel Model
• Three-element Wndkessel Model
• Friedman 1 model