Adam Li

I will slate a release once: - #146 - and the #138 (S-FCI) algorithm are implemented in dodiscover I kind of want to remove the `Context` object because it is...

Yes I think just a gentle introduction to the class of methods and what are some important design decisions to make. This is almost like a "user guide" for the...

@robertness no time to address this, but this is a prelim draft of GES and general score-based algo API. However, what we need is a unit-test. I'm thinking a newcomer...

> Doesn't look like `causallearn.search.ScoreBased.GES.ges` has the ability to evaluate under an oracle scoring method. Ideally I am trying to match the quality of testing that we had in `fcialg.py`....

Is it possible to use an Oracle in a Score-based algorithm? I'm not familiar w/ the score based procedures as much. Is it just querying d-separation as well?

Hi @eeulig wow thanks for this PR that covers an important part of causal discovery! This is as I understand a non-linear extension of NoTears right? This might go through...

> Thanks a lot @adam2392 and @robertness ! I'm happy to look into providing an example similar to the ones in dodiscover/examples with some further explanations! Great! I will try...

Other tests that I'm trying to use for some projects are: - [x] CCIT: https://arxiv.org/pdf/1709.06138.pdf - #28 - [x] CMI: https://proceedings.mlr.press/v84/runge18a/runge18a.pdf - #83 - [ ] CCMI: https://arxiv.org/abs/1906.01824 - #85...

Additional info on the Jonckheree test: https://www.quantics.co.uk/blog/jonckheere-terpstra-test-ordered-differences/ https://www.stats.ox.ac.uk/~steffen/teaching/fsmHT07/fsm07.pdf https://en.wikipedia.org/wiki/Jonckheere%27s_trend_test C implementation in R: https://github.com/cran/bnlearn/blob/master/src/tests/discrete/jonckheere.c

This GH issue is for the API for specifying hard interventions in a `learn_graph(...)` function, rather than how to do the interventions themselves (if that is what you are asking?)....