Publications
Peer-reviewed publications
- Dagdoug, M., Goga, C. & Haziza, D. (2023). Imputation procedures in surveys using nonparametric and machine learning methods: an empirical comparison. Journal of Survey Statistics and Methodology, 11(1), 141-188 (Preprint).
- Dagdoug, M., Goga, C. & Haziza, D. (2023). Model-assisted estimation through random forests in finite population sampling. Journal of the American Statistical Association, 118(542), 1234-1251 (Preprint, Supplementary materials).
- Dagdoug, M., Goga, C. & Haziza, D. (2023). Model-assisted estimation in high-dimensional settings for survey data. Journal of Applied Statistics, 50(3), 761-785 (Preprint, Supplementary materials).
- Dagdoug, M., Goga, C., & Haziza, D. (2023+). Statistical inference in the presence of imputed survey data through regression trees and random forests. In revision for Scandinavian Journal of Statistics.
- Larbi, K., Tsang, J., Haziza, D. & Dagdoug. M. (2023+). Treatment of unit nonresponse in surveys through machine learning methods: an empirical comparison. Accepted for publication in Survey Methodology.
- Eustache, E. Dagdoug, M., & Haziza, D. (2023+). On high-dimensional variance estimation in survey sampling. In revision for Scandinavian Journal of Statistics.