Weight smoothing for nonprobability surveys

DOI10.1007/S11749-021-00795-7zbMath1496.62033OpenAlexW4200050746MaRDI QIDQ2084713

Keven Bosa, Jean-François Beaumont, Joanne Charlebois, Kenneth Chu, Ramón Ferri-García

Publication date: 13 October 2022

Published in: Test (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11749-021-00795-7

zbMATH Keywords

weight smoothingpropensity score adjustmentnonprobability samplestree-based inverse propensity-weighted estimator

Mathematics Subject Classification ID

Sampling theory, sample surveys (62D05)

Uses Software

• caret
• glmnet
• XGBoost

Cites Work

• Unnamed Item
• Inference for nonprobability samples
• Options for conducting web surveys
• A new approach to weighting and inference in sample surveys
• The central role of the propensity score in observational studies for causal effects
• Survey Nonresponse Adjustments for Estimates of Means
• Efficiency of propensity score adjustment and calibration on the estimation from non-probabilistic online surveys
• Doubly Robust Inference With Nonprobability Survey Samples
• A Generalization of Sampling Without Replacement From a Finite Universe

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