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Implement the cyclic ID (ioID) algorithm #71

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cthoyt opened this issue Jun 30, 2021 · 0 comments
Open

Implement the cyclic ID (ioID) algorithm #71

cthoyt opened this issue Jun 30, 2021 · 0 comments
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algorithm project:ASKEM

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@cthoyt
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cthoyt commented Jun 30, 2021 •
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This is an extension of the ID algorithm to graphs containing cycles as described in

Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias
Patrick Forré, Joris M. Mooij (2019)
https://arxiv.org/abs/1901.00433v2

Depends on:
@cthoyt cthoyt mentioned this issue Jun 30, 2021
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@cthoyt cthoyt mentioned this issue Nov 1, 2022
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@cthoyt cthoyt changed the title Implement the ioID algorithm Implement the cyclic ID (ioID) algorithm Aug 7, 2023
@cthoyt cthoyt mentioned this issue Aug 7, 2023
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cthoyt added a commit that referenced this issue Aug 29, 2023
@cthoyt
Implement sigma-separation (#150)
92df010 
Closes #120

This PR adds a high-level interface and implements tests for
sigma-separation, a generalization of d-separation that works not only
for directed acyclic graphs, but also for directed graphs containing
cycles. It was originally introduced in

> Constraint-based Causal Discovery for Non-Linear Structural Causal
Models with Cycles and Latent Confounders
> Forré and Mooij. 2019.
[arXiv:1807.03024](https://arxiv.org/abs/1807.03024)

and is an integral part of cyclic ID algorithm (see
#71) and the gID
algorithm (see #72)

## References/Notes

-
https://stats.stackexchange.com/questions/586810/sigma-separation-question-in-cyclic-causal-graph-understanding-sigma-separatio
- Author's implementation: https://github.com/caus-am/sigmasep
@cthoyt cthoyt pinned this issue Aug 29, 2023
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