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nonprobsvy v0.2.0 - roadmap #47

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3 of 11 tasks
LukaszChrostowski opened this issue Apr 10, 2024 · 0 comments
Open
3 of 11 tasks

nonprobsvy v0.2.0 - roadmap #47

LukaszChrostowski opened this issue Apr 10, 2024 · 0 comments
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dr issues related to doubly robust empLik enhancement New feature or request ipw issues related to inverse probability weighting mi issues related to mass imputation varsel issues related to variable selection

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@LukaszChrostowski
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LukaszChrostowski commented Apr 10, 2024

Issues to add/consider for the next version of the package:

  • add propensity score adjustment using xgboost model.
  • add svrep (bootstrap weighting) to the functionality of the package.
  • add div to variable selection models (seperate variable selection for ipw and mi model)
  • variance for DR and MI estimator (when NN method for mass imputation)
  • method to estimate mean/median/totals in subsets/groups (called on the nonprobsvy object).
  • add calibration for quantiles (see calibration for quantiles #36).
  • add empirical likelihood for ipw estimation (see Empirical likelihood #20).
  • improve variable selection for pop_totals.
  • add estimation methods for overlapping samples (see https://academic.oup.com/jssam/article/11/5/1181/6960643).
  • variables randomization when selection algorithm
  • fix the following display in summary when variable selection
Screenshot 2024-09-15 at 10 23 11
@LukaszChrostowski LukaszChrostowski self-assigned this Apr 10, 2024
@LukaszChrostowski LukaszChrostowski added enhancement New feature or request varsel issues related to variable selection dr issues related to doubly robust mi issues related to mass imputation ipw issues related to inverse probability weighting empLik labels Apr 10, 2024
@LukaszChrostowski LukaszChrostowski mentioned this issue Apr 10, 2024
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Labels
dr issues related to doubly robust empLik enhancement New feature or request ipw issues related to inverse probability weighting mi issues related to mass imputation varsel issues related to variable selection
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