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Estimands & hybrid methods #17

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azev77 opened this issue Feb 25, 2021 · 0 comments
Open
1 of 6 tasks

Estimands & hybrid methods #17

azev77 opened this issue Feb 25, 2021 · 0 comments

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@azev77
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azev77 commented Feb 25, 2021 •
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Estimands:

  • Average Treatment Effect on the Treated (ATET):
    ATET_t := E[Y_it(1) - Y_it(0) | i treated]
  • Quantile Treatment Effect on the Treated (QTET)
    QTET_t,alpha := Q_alpha[Y_it(1) - Y_it(0) | i treated]
  • Distributional Treatment Effect on the Treated (DTET)
    Semiparametric Counterfactual Density Estimation: paper, general slides, @ehkennedy code npcausal
    Distributional Synthetic Controls (paper, R pkg DSC.r )
    Forecasting methods (ArchModels.jl) can give entire predictive distribution...

Hybrid methods:
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