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Slime mold dynamical system model #382

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emackev
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@emackev emackev commented Nov 16, 2023

A demo notebook to:

  • Write a (simple 1D) dynamical systems model of slime mold
  • Simulate the slime mold model
    • from known parameters
    • from a Bayesian model with unknown parameters and measurement noise
  • Use ChiRho to infer the model parameters from data
  • Use ChiRho to infer what would happen if we intervene

@emackev emackev added the status:WIP Work-in-progress not yet ready for review label Nov 16, 2023
@SamWitty
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@emackev , are you still interested in turning this notebook into a full-blown example like https://basisresearch.github.io/chirho/backdoor.html or https://basisresearch.github.io/chirho/mediation.html?

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emackev commented Nov 27, 2023

@emackev , are you still interested in turning this notebook into a full-blown example like https://basisresearch.github.io/chirho/backdoor.html or https://basisresearch.github.io/chirho/mediation.html?

Yes! What's the best way to go about this? Should it be a stand-along thing, or combined with another demo?

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SamWitty commented Nov 27, 2023

I think stand-alone thing is best, to keep the size of each tutorial relatively small. I'll rearrange the dynamical systems tutorials into a coherent narrative together after we have them all in place.

It seems like the main thing that's missing is: (1) explanatory text, (2) a "success" story (it's possible it's already a success, we'd just need to explore the posterior predictive distributions), and (3) ideally real or real-ish data.

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