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JuliaDynamics / Associations.jl

Algorithms for quantifying associations, independence testing and causal inference from data.
https://juliadynamics.github.io/Associations.jl/stable/
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Add spatial convergent cross mapping #368

Open rafaqz opened 5 months ago

rafaqz commented 5 months ago

Would be nice to have a spatial ccm implementation here, especially for ecological applications.

See: https://cran.r-project.org/web/packages/multispatialCCM/multispatialCCM.pdf https://esajournals.onlinelibrary.wiley.com/doi/full/10.1890/14-1479.1

rafaqz commented 5 months ago

Probably the dew-drop regression component could be reused for other methods like PAI and CCS as well

kahaaga commented 5 months ago

Yep, I think by some careful design here, we can re-use the dewdrop regression for the other methods. That would be brilliant.

Do you have any rough sketches of an implementation ready, or is it just it-would-be-nice-to-have at the moment?

rafaqz commented 5 months ago

Nothing specific yet. I'm not enough across how things work here to know how to fit new algs into the existing interface.