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Gaussian Processes aka Kriging

MATLAB tutorial on regression using GP, or Kriging

It's always working ? On interpolation and extrapolation ? By the way, GP is an interpolating or regressing method ? Play with the code.

Good book on Kriging: Engineering Design via Surrogate Modelling

Good book on GP: Gaussian Processes for Machine Learning

Small recipes on Surrogate modeling and Bayesian optimization 3/10/19 at TU DELFT

Try our SMT Python package for creating Surrogate models

https://smt.readthedocs.io/en/latest/_src_docs/surrogate_models.html

Try our SMT Python package for doing Efficient Global Optimization

https://smt.readthedocs.io/en/latest/_src_docs/applications/ego.html

nice application http://webfoil.engin.umich.edu/about

ROM

Inspired from Menke's book: Another MATLAB tutorial on Reduced Order Modeling using SVD/POD approach.

Sparse and Distributed Gaussian process for Flight test and Structural dynamics 12/06/17 at 3AF BIG DATA