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mickman_10 t1_j4w9jyx wrote

I know that Rich Caruana at Microsft has been pushing interpetable tree-based models for a little while now, and there’s still probably ongoing research there. For example, this paper and this project.

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BenXavier OP t1_j4zd9jv wrote

Hey guys, thank you for the great responses!

  • "Accurate Intelligible Models with Pairwise Interactions" seems great - as far as I can understand. That's what I've been referring to with "adding structure to models". Crazily how thin is the reference section: lot of exciting work to do!
    • - Please do correct me if I'm being too naive, but are there other approaches for "building sub-models" at the splitting point?
  • u/mickman_10, u/TheFlyingDrildo, are you also aware of any connection with Symbolic Regression or Association Rule extraction?
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