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@@ -11,6 +11,7 @@ Welcome to petab-select's documentation! | |
:caption: Contents: | ||
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examples | ||
Test Suite <test_suite> | ||
api | ||
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Model selection test suite | ||
========================== | ||
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Several test cases are provided, to test the compatibility of a | ||
PEtab-compatible calibration tool with different PEtab Select features. | ||
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The test cases are available in the ``test_cases`` directory, and are provided in | ||
the model format. | ||
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.. list-table:: | ||
:header-rows: 1 | ||
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* - Test ID | ||
- Criterion | ||
- Method | ||
- Model space files | ||
- Compressed format | ||
- Constraints files | ||
- Predecessor (initial) models files | ||
* - 0001 | ||
- (all) | ||
- (only one model) | ||
- 1 | ||
- | ||
- | ||
- | ||
* - 0002 [#f1]_ | ||
- AIC | ||
- forward | ||
- 1 | ||
- | ||
- | ||
- | ||
* - 0003 | ||
- BIC | ||
- all | ||
- 1 | ||
- Yes | ||
- | ||
- | ||
* - 0004 | ||
- AICc | ||
- backward | ||
- 1 | ||
- | ||
- 1 | ||
- | ||
* - 0005 | ||
- AIC | ||
- forward | ||
- 1 | ||
- | ||
- | ||
- 1 | ||
* - 0006 | ||
- AIC | ||
- forward | ||
- 1 | ||
- | ||
- | ||
- | ||
* - 0007 [#f2]_ | ||
- AIC | ||
- forward | ||
- 1 | ||
- | ||
- | ||
- | ||
* - 0008 [#f2]_ | ||
- AICc | ||
- backward | ||
- 1 | ||
- | ||
- | ||
- | ||
* - 0009 [#f3]_ | ||
- AICc | ||
- FAMoS | ||
- 1 | ||
- Yes | ||
- | ||
- Yes | ||
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.. [#f1] Model ``M1_0`` differs from ``M1_1`` in three parameters, but only 1 additional estimated parameter. The effect of this on model selection criteria needs to be clarified. Test case 0006 is a duplicate of 0002 that doesn't have this issue. | ||
.. [#f2] Noise parameter is removed, noise is fixed to ``1``. | ||
.. [#f3] This is a computationally expensive problem to solve. Developers can try a model selection initialized with the provided predecessor model, which is a model start that reproducibly finds the expected model. To solve the problem reproducibly *ab initio*, on the order of 100 random model starts are required. This test case reproduces the model selection problem presented in https://doi.org/10.1016/j.cels.2016.01.002. |