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Add interference about zepid HOT 5 CLOSED

pzivich avatar pzivich commented on June 8, 2024
Add interference

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pzivich avatar pzivich commented on June 8, 2024

There are two formulations. One that averages households vs one that averages individuals. Perez-Heydrich et al is the household, and Liu et al is the individual. Differences are described in Basse and Feller 2018 (JASA). Both option should be implemented. During the class initialization, should have some option like inference_level='household' and inference_level='individual' with an explanation in the documentation that this is only important if the group sizes are different.

Ultimately, the choice should be guided by what you want to infer from the data

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pzivich avatar pzivich commented on June 8, 2024

Household version:
https://github.com/bsaul/inferference/blob/master/R/integrands.R
Individual version:
https://github.com/BarkleyBG/stabilizedinterference

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pzivich avatar pzivich commented on June 8, 2024

Also will add Network-TMLE to this branch. Need to decide on a name. Should have influence curve and parametric bootstrap options for CI (parametric CI seems to perform a little better in this paper).

Ideally, this class would be fed a network and extract the relevant information from the network by itself. I have some other functions in some simulations that can already do this. Will have to name the options (probably a list of options). Also need to allow custom specifications (like custom measures of centrality or the like).

https://arxiv.org/abs/1705.08527

Now part of Issue #29

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pzivich avatar pzivich commented on June 8, 2024

For integration, will be zepid.causal.interference. Within branch, will have structured and general for the two distinct formulations of interference.

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pzivich avatar pzivich commented on June 8, 2024

Due to various other requirements (statsmodels 0.10.0) and the less broad use-case for interference methods, this will become its own library. This applies to all interference causal inference methods

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