Machine Learning Methods for Estimation in Official Statistics

2025/08/28 by M. Giovanna Ranalli · 2 citations

paper · doi:10.1177/0282423x251347540

Citations

• Scalable Generalised Accuracy Estimation for Multisource Register-based Official Statistics
• Leveraging Machine Learning for Official Statistics: A Statistical Manifesto
• Enhancing estimation methods for integrating probability and nonprobability survey samples with machine‐learning techniques. An application to a Survey on the impact of the COVID‐19 pandemic in Spain
• Optimal Conformal Prediction for Small Areas
• Flexible domain prediction using mixed effects random forests
• Design-unbiased statistical learning in survey sampling
• Proxy expenditure weights for Consumer Price Index: Audit sampling inference for big data statistics
• Calibration Estimators in Survey Sampling

Cited by

• The Interplay between Bayesian Inference and Conformal Prediction
• Responsible AI and Algorithmic Adoption in Methodology Development for National Statistical Offices