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py-why
[Experimental] Global causal discovery algorithms
Signed-off-by: Adam Li Fixes #29 Changes proposed in this pull request: - ## Before submitting - [ ] I've read and followed all steps in the [Making a pull request](https://github.com/py-why/dodiscover/blob/main/CONTRIBUTING.md#making-a-pull-request)...
**Is your feature request related to a problem? Please describe.** There are many methods for determining candidate conditioning sets given a pair of nodes in a graph. For example, we...
**Is your feature request related to a problem? Please describe.** Add a basic wrapper to the DECI algorithm in the [causica ](https://github.com/microsoft/causica) library. **Describe the solution you'd like** At a...
## Problem Statement We are commonly dealing with structured data where we need to know the "labeling" of axes and different datasets. For example, passing in a 2D numpy array,...
**Is your feature request related to a problem? Please describe.** Per many of pywhy's discord discussions, we are interested in longer-term tracking the causal assumptions across the causal inference pipeline:...
Brought up in https://github.com/py-why/dodiscover/pull/106#discussion_r1100661794, we want to develop a good example (or set of examples) of causal graphs that we then generate data from that we then feed into FCI....
**Is your feature request related to a problem? Please describe.** Before implementing a native version, a first step could be to demonstrate the usage of GIN by for example replicating...
Reposting from @bloebp and Jaron https://github.com/cmu-phil/example-causal-datasets for example datasets The below for real/synthetic datasets used in dowhy. "You can generate new ones (see the code at the bottom). Otherwise, the...
**Is your feature request related to a problem? Please describe.** We need a tutorial that demonstrates the utility of constraints in causal discovery. **Describe the solution you'd like** Update the...
We are interested in a new user contribution of an example where they demonstrate how to use the `ClassifierCITest` with a scikit-learn classifier and a neural-net based classifier. This would...