Publications

Collarin, C., Girardi, P., Masiol, M., & Prosdocimi, I. (2026). Semi-parametric methods for long-term trend detection in air quality: The north-eastern italian alps case. Environmental Pollution, 407, 128671. https://doi.org/10.1016/j.envpol.2026.128671

Girardi, P., Collarin, C., Prosdocimi, I., & Masiol, M. (2026). A functional land use regression model for NO\(_{2}\) concentration in the Italian Alpine region. Stochastic Environmental Research and Risk Assessment, 40(8), 194. https://doi.org/10.1007/s00477-026-03323-x

Under revision or in preparation

Healy, D., Antoniano-Villalobos, I., Collarin, C., Huet, N., Prosdocimi, I., & Siviero, E. (2026). A lightweight framework for characterising extreme precipitation events in climate ensembles. arXiv. https://doi.org/10.48550/arXiv.2603.17502

Collarin, C., Fasiolo, M., Goude, Y., & Wood, S. (2025). Integrating complex covariate transformations in generalized additive models. arXiv. https://doi.org/10.48550/arXiv.2511.19234

Collarin, C., & Fasiolo, M. (2026+). Creating semi-parametric AFT models via monotonic P-splines [Unpublished manuscript].

Conference proceedings

Antoniano-Villalobos, I., Collarin, C., Huet, N., & Prosdocimi, I. (2026). Do parameterisations matter? In F. Martella, S. Arima, M. F. Marino, & C. Mollica (Eds.), Statistical science: From theory to applied research II (pp. 83–88). Springer Nature Switzerland.

Collarin, C., & Fasiolo, M. (2025). GamFactory: An R package for integrating covariate transformations in GAMLSS. In D. O’Sullivan, J. Sweeney, S. Moghaddam, & K. Burke (Eds.), Proceedings of the 39th international workshop on statistical modelling (pp. 307–311).

Collarin, C., & Fasiolo, M. (2024). Integrating single index effects in generalized additive models. In Developments in statistical modelling. IWSM 2024 (pp. 116–120). Springer, Cham. https://doi.org/10.1007/978-3-031-65723-8_18

Collarin, C., & Fasiolo, M. (2023). Automatic effect selection for generalized additive models. Proceedings of the 37th International Workshop on Statistical Modelling, 400–404.