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CATE with continuous treatment and categorical outcome #203
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Dear @hadi-gharibi , thanks for opening this issue. Here you can find two references:
I'm not really sure if I understand your question right: Do you rather want to estimate dose-response relationships for continuous treatments and binary outcomes or do you really want to estimate CATEs after such an estimation. I think the interpretation can be a bit tricky in the latter case, maybe @SvenKlaassen has some thoughts on this |
Really good point. Maybe calculating CATE is not necessary after all estimating dose-response relationships would be sufficient enough. Since I’m new to the topic, could you please tell me if DML is even the correct tool for me given this problem? Am I on the right track? |
Yes, I think DML would be suitable to estimate dose-response relationships. |
Thanks for the response @PhilippBach and @SvenKlaassen Another way is to have a separate class to support that, like Yet another idea could be to keep the |
That would be really great. |
I was trying to use DML for continuous treatment (price) and binary outcome(churn). Based on the docs, its not possible to use any of these techniques to this case. Is there any way to adjust any of these algorithms for this setup? If there is a paper that I could develop and add to this library I'm down to it as well.
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