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mgc function is not working and I can't change the type in "local_correlation.cp37-win_amd64.pyd".
I tried :
mgc = MGC()
mgc_statistic , independence_test_metadata = mgc.test_statistic(X,Y)
…
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DCorr and MGC are unable to return the null distribution of the test statistic under permutation. Show me a hacky way to get it, possibly include it in the metadata dictionary as well.
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Hello,
I want to check whether I can run qpgraph in parallel, and I find that SnowParam with MPI backend is used in the source code.
I try the sample data generated in vignette and run the qpgr…
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**Describe the bug**
data type error when using MGC.p_value() on long type
**To Reproduce**
from mgcpy.independence_tests.mgc import MGC
a = np.array([[1.,1.],[1.,1.]])
b = np.array([[2.,2.],[2…
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- [Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests](https://arxiv.org/pdf/2211.06536.pdf) - often 90% less independence tests
- [If we run ci tests …
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Todo:
- [x] Implement conditional independence tests (see #29)
- [x] Implement falsification for conditional independence
- [ ] Node-link highlighting plot for conditional independence
- [ ] Cond…
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e.g.,
https://doi.org/10.1371/journal.pone.0188709
https://www.real-statistics.com/chi-square-and-f-distributions/independence-testing/independence-testing-follow-up/
http://web.pdx.edu/~newsomj/…
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There is a pretty long list of files in the `test` folder involved in the surrogate hypothesis tests for independence. However, almost all of them are like this:
```julia
# Analytical tests (in th…
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The issue is to follow up on the recently introduced document available here: https://docs.google.com/document/d/1eCgGPCJ8fMhNc_vc_pbgCxP10X7jGKLC89nBUGatsD4/edit
The ideal order to complete the Gn…
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It would be useful to enable users to validate their model using the global Markov property. I see two steps to this approach
1. Enumerating d-separations and then running corresponding statistica…