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Question about data generating process in experiments

Open nehargupta opened this issue 2 years ago • 1 comments

Hi,

For the experiment provided for the metalearners in this file https://github.com/py-why/EconML/blob/main/notebooks/Metalearners%20Examples.ipynb

in section 1.1, "We use the data generating process (DGP) from Kunzel et al."

Hmm....is that true? That's not the data generating process I think I'm seeing...is it possible you're referring to an old version of the paper or have adjusted the experiment somehow? Or, if I'm wrong, would be a huge help if you can refer me to the right section of the paper. Thanks!

nehargupta avatar Mar 16 '23 19:03 nehargupta

Hi, I believe what we meant is that the high-level structure of the DGP is taken from the paper, but you're right that the specific instantiations of e(x), mu_0(x), and mu_1(x) don't correspond exactly to any of the specific definitions from the appendix of that paper (though the treatment effect here is the same as that from their first simulation).

kbattocchi avatar Mar 20 '23 15:03 kbattocchi