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Approximate Bayesian model-assisted survey estimation

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This repository provides R code implementing approximate Bayesian model-assisted survey regression, as proposed by the following paper.

Sugasawa, S. and Kim, J. K. (2019). An approximate Bayesian approach to model-assisted survey estimation with many auxiliary variables. Statistica Sinica, to appear. https://arxiv.org/abs/1906.04398

The repository includes the following 4 files.

  • ABMASE-function.R : The script implementing the proposed method
  • GREG-function.R : The script implementing the generalized regression estimation method with working linear regression
  • sim-linear.R : The script for one-shot simulation study with continous response variable
  • sim-logistic.R : The script for one-shot simulation study with binary response variable

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