Publications
Changepoint Detection on Daily Home Activity Pattern: A Sliced Poisson Process Method
Martínez-Hernández, I. and Killick, R. (2025). "Changepoint Detection on Daily Home Activity Pattern: A Sliced Poisson Process Method." Biometrics. https://doi.org/10.1093/biomtc/ujae114
Modelling particle number size distribution: a continuous approach
Martínez-Hernández, I., Euan, C., Burr, W., Meis, M., Blangiardo, M., and Pirani, M. (2024) "Modelling particle number size distribution: a continuous approach" Journal of the Royal Statistical Society Series C. https://doi.org/10.1093/jrsssc/qlae053
Functional Time Series Analysis and Visualization Based on Records
Martínez-Hernández, I. and Genton, M. G. (2024). "Functional Time Series Analysis and Visualization Based on Records." Journal of Computational and Graphical Statistics. https://doi.org/10.1080/10618600.2024.2374578
Surface Time Series Models for Large Nonstationary Spatio-Temporal Datasets
Martínez-Hernández, I. and Genton, M. G. (2023). "Surface Time Series Models for Large Nonstationary Spatio-Temporal Datasets." Spatial Statistics. https://doi.org/10.1016/j.spasta.2022.100718.
A dependent Bayesian Dirichlet Process model for source apportionment of particle number size distribution
Baerenbold, O., Meis, M., Martínez-Hernández, I., Euán, C., S. Burr, W., Tremper, A., Fuller, G., Pirani, M., and
Blangiardo, M. (2022b). "A dependent Bayesian Dirichlet Process model for source apportionment of particle number size distribution." Environmetrics. https://doi.org/10.1002/env.2763.
Nonparametric Estimation of Functional Dynamic Factor Model
Martínez-Hernández, I., Gonzalo, J., and Gonzaléz-Farías, G. (2022a). "Nonparametric Estimation of Functional Dynamic Factor Model." Journal of Nonparametric Statistics. https://doi.org/10.1080/10485252.2022.2080825. Rcode.
Nonparametric Trend Estimation in Functional Time Series with
Application to Annual Mortality Rates Martínez-Hernández, I., and Genton, M. G. (2021). "Nonparametric Trend Estimation in Functional Time Series with Application to Annual Mortality Rates." Biometrics. https://doi.org/10.1111/biom.13353. Rcode.
Recent Developments in Complex and Spatially Correlated Functional Data
Martínez-Hernández, I., and Genton, M. G. (2020). "Recent Developments in Complex and Spatially Correlated Functional Data." Brazilian Journal of Probability and Statistics. Full text available at http://dx.doi.org/10.1214/20-BJPS466
Robust depth-based estimation of the functional autoregressive model
Martínez-Hernández, I., Genton, M. G., and Gonzaléz-Farías, G. (2019). "Robust depth-based estimation of the functional autoregressive model."
Computational Statistics & Data Analysis. Full text available at https://doi.org/10.1016/j.csda.2018.06.003