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updating readme file
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bjdebus committed Dec 20, 2023
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## Surrogate Construction Tutorials

The Jupyter notebookes in this folder illustrate several ways to construct
surrogate models for Genz functions

* surrogate_genz-BCS.ipynb: Constructs a surrogate for a Genz function using BCS, calculating the NRMSE
* surrogate_genz-Galerkin.ipynb: Constructs a surrogate for a Genz function using Galerkin projection (with full and sparse quadrature), calculating the NRMSE
* surrogate_genz-Regression.ipynb: Constructs a surrogate for a Genz function using regression, calculating the NRMSE
* surrogate_genz.ipynb: Constructs a surrogate for a Genz function using Galerkin Projection, regression, and BCS, calculating the NRMSE for each

Additionally, the file surrogate_genz-BCS_detailed.ipynb gives more detailed illustrations of some of the BCS functionality available through the Python interface.
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