I thought this was a good response to Imbens paper. Very simple, succinct responses explaining better the value of DAGs. The point about shape restrictions and so forth comes up @paulgp and @AlexBartik FYI. I got to fourth point and tweeted this so maybe it goes off rails at 5.https://twitter.com/yudapearl/status/1222814915921997824 …
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"It is logically impossible for an assumption to be “easily captured in the PO framework” and not simultaneously be “easily captured” in the DAG approach.” The reason is simply that the latter embraces the former and merely enriches it with graph-based tools." Wait, what?
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I would love a discussion just around this one. This whole “easily captured” business is worth unpacking and clarifying. I think he means DAGs and PO are equivalent descriptions of the same thing so therefore they have to both do it well. Not sure if that must be true.
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I mean, I'm a total outsider here, but did not expect to read
@yudapearl's real message this whole time has been "embrace PO but enrich it with graphs" Did you hack his blog and write this? ;-)0 proslijeđenih tweetova 3 korisnika označavaju da im se sviđa
Clarification! @yudapearl has embraced the counterfactual notation Y_x, as did PO. But he could not embrace the "PO approach", which permits researchers to assume what they need, instead of what they believe. Not their fault, PO could not express what they believed @Bookofwhy
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