Publications

Machine learning for finite population inference

6 papers

2026

1. 11.
   Agnostic model-assisted estimation with machine learning for survey data with Z. An, D. Haziza and Y. Tillé · Submitted.
2. 9.
   Machine learning methods for finite population parameter estimation in survey sampling with D. Haziza · Submitted.

2025

1. 4.
   On the use of machine learning methods for the treatment of unit nonresponse in surveys with K. Larbi, J. Tsang and D. Haziza · Survey Methodology.

2023

1. 3.
   Model-assisted estimation through random forests in finite population sampling with C. Goga and D. Haziza · Journal of the American Statistical Association.
2. 2.
   Model-assisted estimation in high-dimensional settings for survey data with C. Goga and D. Haziza · Journal of Applied Statistics.
3. 1.
   Imputation procedures in surveys using nonparametric and machine learning methods: an empirical comparison with C. Goga and D. Haziza · Journal of Survey Statistics and Methodology.

Statistical learning from survey data

3 papers

2025

1. 7.
   An RKHS perspective on tree ensembles with C. Dombry and J.-J. Duchamps · Submitted.
2. 5.
   Statistical inference in the presence of imputed survey data through regression trees and random forests with C. Goga and D. Haziza · Scandinavian Journal of Statistics.

2023

1. 3.
   Model-assisted estimation through random forests in finite population sampling with C. Goga and D. Haziza · Journal of the American Statistical Association.

Missing data

4 papers

2026

1. 8.
   Variable selection for linear regression imputation in surveys with Z. An and D. Haziza · Submitted.

2025

1. 5.
   Statistical inference in the presence of imputed survey data through regression trees and random forests with C. Goga and D. Haziza · Scandinavian Journal of Statistics.
2. 4.
   On the use of machine learning methods for the treatment of unit nonresponse in surveys with K. Larbi, J. Tsang and D. Haziza · Survey Methodology.

2023

1. 1.
   Imputation procedures in surveys using nonparametric and machine learning methods: an empirical comparison with C. Goga and D. Haziza · Journal of Survey Statistics and Methodology.

High-dimensional inference

4 papers

2026

1. 10.
   High-dimensional variance estimation for the generalized regression estimator with K. Bouhadra · To appear in The Survey Statistician.
2. 8.
   Variable selection for linear regression imputation in surveys with Z. An and D. Haziza · Submitted.

2025

1. 6.
   On high-dimensional variance estimation in survey sampling with E. Eustache and D. Haziza · Scandinavian Journal of Statistics.

2023

1. 2.
   Model-assisted estimation in high-dimensional settings for survey data with C. Goga and D. Haziza · Journal of Applied Statistics.