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In GPR the uncertainty doesn't grow outside the training data range when incorporating explicit basis functions as a mean even when setting parameters as unknown and optimizable.
![test_mean](http…
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**Submitting author:** @zdelrosario (Zachary del Rosario)
**Repository:** https://github.com/zdelrosario/py_grama
**Version:** v0.1.3
**Editor:** @mjsottile
**Reviewers:** @BastinRobin, @rodrigokatais…
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Hi,
I would like to use PCE to perform the uncertainty quantification. I wonder if Chaospy can help me solve the following problem:
For example, I have two input parameters subject to the uniform d…
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## ❓ Questions & Help
I added the line `logits = torch.nn.functional.softmax(logits)` to convert binary classifications to a confidence score between 0.0 - 1.0. However, the predictions are very hars…
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Use form at: https://turingcomplete.topdesk.net/tas/public/ssp/content/serviceflow?unid=48da6fe7c46b4c7393a4cfb350b4a083&openedFromService=true
## Project title
Quantifying Utility and Privacy Pre…
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**Submitting author:** @dseuss (Daniel Suess)
**Repository:** https://github.com/dseuss/mpnum
**Version:** v1.0.0
**Editor:** @labarba
**Reviewer:** @SylvainCorlay
**Archive:** 10.5281/zenodo.111…
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## Summary
In order to use Ford for documentation and to retire Autodoc, the creation of dictionaries used in the Python utilities needs to stop relying on the Autodoc tags in the Fortran source. The…
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Hi, can I rewrite your equations to get aleatoric uncertainty and epistemic uncertainty of each CLASS of the model, other than a single sample? I think it may show that the model is not good at some …
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Hi, in BBB, we sample the outputs several times (5 for example) when testing. This is due to the nature of MC. But how do we use these 5 outputs of one sample? Averaging them? Summing them? Or just ta…
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I'm getting:
```
//home/ksb/Projects/CCSI2/github/CCSI-Toolset/FOQUS/docs/source/chapt_flowsheet/tutorial/data.rst:15: WARNING: undefined label: chapt_uq/index:uncertainty quantification (if the l…