data integration 1mass imputation 1non-probability samples 1predictive mean matching 1survey sampling 1
From the 1 of 2 linked papers with an AI index.
2 papers
stat.ME2026
Data integration of non-probability and probability samples with deterministic predictive mean matching
Aniela Czerniawska, Piotr Chlebicki, Åukasz Chrostowski +1
The paper develops deterministic predictive mean matching methods to combine probability and non‑probability samples, proving consistency, deriving variance formulas, and evaluatin…
stat.ME2025
nonprobsvy -- An R package for modern methods for non-probability surveys
Åukasz Chrostowski, Piotr Chlebicki, Maciej BerÄsewicz
The following paper presents nonprobsvy -- an R package for inference based on non-probability samples. The package implements various approaches that can be categorized into three…