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Prepare release 2.8 (#675)
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* Bump version 2.8

* Move MFCK notebook with MFK ones under MultiFi folder

* Add contributor

* Mention kriging output limitation in the doc
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relf authored Nov 8, 2024
1 parent 9a748ad commit 451526f
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1 change: 1 addition & 0 deletions AUTHORS.md
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Expand Up @@ -26,6 +26,7 @@ SMT has been developed thanks to contributions from:
* Lisa Pretsch
* Lucas Alber
* Maël Tremouille
* Mauricio Castano Aguirre
* Mostafa Meliani
* Nick Thompson
* Nicolas Gonel
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4 changes: 3 additions & 1 deletion doc/_src_docs/surrogate_models/gpr/krg.rst

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4 changes: 3 additions & 1 deletion doc/_src_docs/surrogate_models/gpr/krg.rstx
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Expand Up @@ -55,6 +55,8 @@ In the implementations, data are normalized by substracting the mean from each v
.. math ::
X_{\text{norm}} = \frac{X - X_{\text{mean}}}{X_{\text{std}}}

All SMT kriging implementations work with only one-dimensional output (ie output training data must be vector-like).

More details about the Kriging approach could be found in [1]_.

Kriging with categorical or integer variables
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-----

Example 1
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
^^^^^^^^^

.. embed-test-print-plot :: smt.surrogate_models.tests.test_surrogate_model_examples , Test , test_krg , 80

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2 changes: 1 addition & 1 deletion smt/__init__.py
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@@ -1,4 +1,4 @@
__version__ = "2.7.0"
__version__ = "2.8.0"

__all__ = [
"surrogate_models",
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14 changes: 9 additions & 5 deletions tutorial/README.md
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Expand Up @@ -22,17 +22,21 @@ These tutorials introduce to use the opensource Surrogate Modeling Toolbox where

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/SBO/SMT_EGO_noisyGP.ipynb)


## Multi-Fidelity Gaussian Process

### Without noise
### With required nested sampling

#### Without noise

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/MultiFi/SMT_MFK_tutorial.ipynb)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/MFK/SMT_MFK_tutorial.ipynb)
#### With noise

### With noise
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/MultiFi/SMT_MFK_Noise.ipynb)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/MFK/SMT_MFK_Noise.ipynb)
### Without nested sampling

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/SMTorg/smt/blob/master/tutorial/MultiFi/SMT_MFCK_tutorial.ipynb)

## Proper Orthogonal Decomposition and Interpolation

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