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Unpaired spatio-temporal fusion of image patches (USTIFP) from cloud covered images. Remote Sensing of Environment (2023) 295, 113709. Harkaitz Goyena, Unai Pérez-Goya, Manuel Montesino-SanMartin, Ana F. Militino, Qunming Wang, Peter M. Atkinson, M. Dolores Ugarte.doi: https://doi.org/10.1016/j.rse.2023.113709 Machine Learning Procedures for Daily Interpolation of Rainfall in Navarre (Spain). Militino, A.F., Ugarte, M.D., Pérez-Goya, U. (2023). In: Balakrishnan, N., Gil, M.Á., Martín, N., Morales, D., Pardo, M.d.C. (eds) Trends in Mathematical, Information and Data Sciences. Studies in Systems, Decision and Control, vol 445. Springer, Cham. https://doi.org/10.1007/978-3-031-04137-2_34 Locally adaptive change-point detection (LACPD) with applications to environmental changes. Stoch Environ Res Risk Assess 36, 251–269 (2022). https://doi.org/10.1007/s00477-021-02083-0 Moradi, M., Montesino-SanMartin, M., Ugarte, M.D.and Militino, A.F.. On the Performance of Trend and Change-Point Detection Methods for Remote Sensing Data. Remote Sensing 2020,12(6), 1008; https://doi.org/10.3390/rs12061008. Militino, A. F., Moradi, M. and U., Ugarte, M. D. Using RGISTools to Estimate Water Levels in Reservoirs and Lakes. Remote Sensing 2020, 12(12), 1934. https://doi.org/10.3390/rs12121934. Militino, A. F., Montesino-SanMartin, M., Pérez-Goya, U., Ugarte, M. D. "Filling Missing Data and Smoothing Altered Data in Satellite Imagery with a Spatial Functional Procedure". Stochastic Environmental Research and Risk , 2019(33):1737-1750. https://doi.org/10.1007/s00477-019-01711-0 , Militino, A.F., Ugarte, M.D. & Montesino, M "Interpolation of the Mean Anomalies for Cloud Filling in Land Surface Temperature and Normalized Difference Vegetation Index". IEEE Transactions on Geoscience and Remote Sensing, 2019, 57(8), 6068-6078, DOI: 10.1109/TGRS.2019.2904193 , Militino, A. F. Ugarte, M. D. , Pérez-Goya, U. and Genton, M. "Flexible Bayesian P-splines for smoothing age-specific spatio-temporal mortality patterns". Statistical Methods in Medical Research, 2019, 28(2), 384-403, DOI: 10.1177/0962280217726802, Goicoa, T, Adin, A. Etxeberria, J, Militino, A. F. Ugarte, M. D. "Improving the Quality of Satellite Imagery Based on Ground-Truth Data from Rain Gauge Stations". Remote Sensing, 2018, 10(3), 398; doi:10.3390/rs10030398 . Militino, A. F., Ugarte, M.D. and Pérez-Goya, U. An Introduction to the Spatio-Temporal Analysis of Satellite Remote Sensing Data for Geostatisticians. In: Daya Sagar B., Cheng Q., Agterberg F. (eds) Handbook of Mathematical Geosciences. Springer, 2018, 239-253. Cham Springer. Militino, A. F., Ugarte, M.D. and Pérez-Goya, U. Detecting Change-Points in the Time Series of Surfaces Occupied by Pre-defined NDVI Categories in Continental Spain from 1981 to 2015 The Mathematics of the Uncertain, 2018b, 295-307. Springer. Militino, A. F., Ugarte, M.D. and Pérez-Goya, U. "Virtual cystoscopy, computed tomography urography and optical cystoscopy for the detection and follow-up for bladder cancer". Radiologia, (2017), Sep - Oct;59(5):422-430. doi: 10.1016/j.rx.2017.04.003. Epub 2017 May 10.,Ibáñez Muñoz, Quintana Martínez , Fernández Militino A, Sánchez Zalabardo, Sarria Octavio de Toledo , Cozcolluela Cabrejas . "Stochastic Spatio-Temporal Models for Analysing NDVI Distribution of GIMMS NDVI3g Images". Remote Sensing, 2017, 9(1), 76; doi:10.3390/rs9010076. Militino, A. F., Ugarte, M.D. and Pérez-Goya, U. "Age–space–time CAR models in Bayesian disease mapping". Statistics in Medicine, DOI: 10.1002/sim.6873, (2016), 35:2391-2405. Goicoa, T., Ugarte, M.D., Etxeberria, J. and Militino, A.F. Checking unimodality using isotonic regression: an application to breast cancer mortality rates . Stochastic Environmental Research and Risk , Assessment (2016) 30:1277–1288. C. Rueda, M. D. Ugarte , A. F. Militino "Deriving small area estimates from information technology business surveys ". Journal of the Royal Statistical Society, Series A, 178,(4), pp. 1051–1067, 2015. Militino, A.F., Ugarte, M.D. and Goicoa, T. "Interpolation of daily rainfall using spatiotemporal models and clustering". International Journal of Climatology (2015), 35(7) 1453-1464. AF Militino, MD Ugarte, T Goicoa, M Genton. "On predicting cancer mortality using ANOVA-type P-spline models". REVSTAT-Statistical Journal, 13, pp 21-40, 2015. Etxeberria, J., Ugarte, M.D., Goicoa, T. and Militino, A.F. "Age and sex-specific spatio-temporal patterns of colorectal cancer mortality in Spain (1975-2008)". Population Health Metrics, 12:17, (2014). DOI:10.1186/1478-7954-12-17. Etxeberria, J, Ugarte, M.D., Goicoa, T. , Militino, A.F. "On fitting spatio-temporal disease mapping models using approximate Bayesian inference". Statistical Methods in Medical Research 23, 507-530, (2014), DOI: 10.1177/0962280214527528 Ugarte, M.D., Adin, A., Goicoa, T. , Militino, A.F. "Functional time series analysis of spatio– temporal epidemiological data". SERRA (2014) 28(4),943-954.M. D. Ruiz-Medina, R. M. Espejo, M. D. Ugarte & A. F. Militino Evaluating space-time models for short-term cancer mortality risk predictions in small areas. Biometrical Journal (2014), 56(3)-383-402: Etxeberria, J. Goicoa, T., Ugarte, M.D. and Militino A.F. "Mapping GPS positional errors using spatial linear mixed models". Journal of Geodesy: 87,(7) (2013), 675-685: Militino, AF, Ugarte MD, Iribas, J and Lizarraga-García E Spatio-temporal trends in gastric cancer mortality in Spain: 1975-2008 Cancer Epidemiology (2013) 37(4) 360-369. Aragonés, N.; Goicoa, T.; Pollán, M.; Fernández-Militino, A.; Pérez-Gómez, B.; López-Abente, G.; Ugarte, M.D. "Comparing CAR and P-spline models in spatial disease mapping". Environmental and Ecological Statistics, 19 (4) 573-599 (2012). Goicoa, T., Ugarte, M. D., Etxeberria, J., and Militino A. F. "Projections of cancer mortality risks using spatio-temporal P-spline models". Statistical Methods in Medical Research, 21, 545-560 (2012). Ugarte, M. D., Goicoa, T., Etxeberria, J., and Militino A. F. "A P-spline ANOVA type model in space-time disease mapping". Stochastic Environmental Research and Risk , Assessment , 26, 835-845 (2012). Ugarte, M. D., Goicoa, T., Etxeberria, J., and Militino A. F. "Estimating the percentage of food expenditure in small areas using bias-corrected P-spline based estimators". Computational Statistics and Data Analysis, 56, 2934-2948 (2012) . Militino A. F. , Goicoa, T. and Ugarte, M. D. "Testing for space–time interaction in conditional autoregressive models". Environmetrics, 23, pp 3-11 (2012). Ugarte, M. D. Goicoa, T., Etxeberria, J. and Militino, A. F. "Modelling aboveground tree biomass while achieving the additivity property". Environmental and Ecological Statistics, 18, pp 367-384 (2011). Goicoa, T., Militino, A. F. and Ugarte, M.D. "The 2010 John Cedric Griffiths Award: Ana Fernández Militino" Computer & Geosciences, 2011, 37(10), 1719-1719. Diblasi, A. Age-Specific Spatio-Temporal Patterns of Female Breast Cancer Mortality in Spain (1975–2005)". Annals of Epidemiology, 20, pp 906-916 (2010), Ugarte, M. D. Goicoa, T. Etxeberria, J., Militino, A. F., Pollan, M. "Spatio-temporal modelling of mortality risks using penalized splines". Environmetrics, 21, pp. 270-289 (2010). Ugarte, M. D., Goicoa, T.and Militino A. F. "Evaluating the performance of spatio-temporal Bayesian models in disease mapping". Environmetrics, 20, pp 647-665 (2009). Ugarte, M. D., Goicoa, T., Ibáñez, B. and Militino A. F. "Estimating unemployment in very small areas". Sort, 33(1), pp. 49-70 (2009). Ugarte, M. D., Militino A. F, Goicoa, T. and Sagaseta-López, M. "Benchmarked estimates in small areas using linear mixed models with restrictions". TEST, 18(2), pp. 342-364 (2009). Ugarte, M. D., Militino A. F., and Goicoa, T. "Spline Smoothing in small area trend estimation and smoothing". Computational Statistics and Data Analysis, 53, 3616-3629 (2009). Ugarte, M. D., Goicoa, T., Militino A. F. and Durbán, M. "Empirical Bayes and fully Bayes procedures to detect high-risks areas in disease mapping ". Computational Statistics and Data Analysis, 53, pp. 2938-2949 (2009). Ugarte, M. D., Goicoa, T. and Militino A. F. "Adjusting Economic Estimates in Business Surveys: an Application". Journal of Applied Statistics, 35 (11). 1253-1265 (2008). Ugarte, M. D., Goicoa, T. and Militino A. F. "Prediction error estimator in empirical Bayes disease mapping" . Environmetrics, 19, 287-300 (2008). Ugarte, M. D., Militino A. F., and Goicoa, T. "Longitudinal analysis of spatially correlated data" . Stochastic Environmental Research and Risk Assessment, 22, 49-57 (2008). Militino A. F.,Ugarte, M. D., and Ibáñez, B. "A BLUP Synthetic Versus an EBLUP Estimator: An Empirical Study of a Small Area Estimation Problem" . Journal of Applied Statistics, 34, 153-165 (2007). Militino A. F.,Ugarte, M. D., and Goicoa, T. "Combining Sampling and Model Weights in Agricultural Small Area Estimation" . Environmetrics, 18, 87-99 (2007). Militino A. F.,Ugarte, M. D., and Goicoa, T. "Using Small Area Models to Estimate the Total Area Occupied by Olive Trees" . Journal of Agricultural, Biological and Environmental Statistics, 11, 450-461 (2006). Militino A. F.,Ugarte, M. D., Goicoa, T., and González-Audícana, M. "Modelling Risks in Disease Mapping" . Statistical Methods in Medical Research, 15, 21-35 (2006). Ugarte, M. D., Ibáñez, B. and Militino A. F. "Outliers Detection in Multivariate Spatial Linear Models" . Journal of Statistical Planning and Inference, 136(1), 125-146 (2006). Militino A. F., Palacios, M.B. and Ugarte, M.D. "Detection of Spatial Variation In Risk when Using CAR models for Smoothing Relative Risks" . Stochastic Environmental Research and Risk Assessment, 19(1), 33-40 (2005). Ugarte, M. D., Ibáñez, B. and Militino A. F. "Testing for Poisson Zero Inflation in Disease Mapping" . Biometrical Journal 46 (5), 526-539 (2004). Ugarte, M. D., Ibáñez, B. and Militino A. F. "Searching for Housing Submarkets Using Mixtures of Linear Models" . Advances in Econometrics, 18, 259-276 (2004). Ugarte, M. D., Goicoa, T. and Militino A. F. "Alternative Models for Describing Models for Spatial Depence Among Dwelling Selling Prices " . Journal of Real Estate Finance and Economics 29(2), 193-209, (2004). Militino, A. F., Ugarte, M. D. and García-Reinaldos, L. "Penalized Quasi-Likelihood with Spatially Correlated data" . Computational Statistics and Data Analysis 45(2), 235-248, (2004). Dean, C. B., Ugarte, M. D. and Militino A. F. "Confidence Intervals for Relative Risks in Disease Mapping" . Biometrical Journal 45 (4), 410-425 (2003). Ugarte, M. D., Militino A. F. and Ibáñez, B. "Robust Trend Parameters in a Multivariate Spatial Linear Model" . Test, 12(2), 445-457 (2003). Militino A. F., Palacios, M.B. and Ugarte, M.D. "Detecting Interaction Between Random Region and Fixed Age Effects in Disease Mapping" . Biometrics 57(1), 197-202 (2001). Dean, C. B., Ugarte, M. D. and Militino A. F. "The Use of Mixture Models for Identifying High Risks in Disease Mapping". Statistics in Medicine, 20 (13), 2035-2049 (2001). Militino, A.F., Ugarte, M.D. and Dean, C.B. "Defoliation Effects on Sunflower Yield Reduction". Agronomy Journal, 93, pp. 634-637, (2001). Muro, J., Irigoyen, I. Militino, A. F., Lamsfus, C. "Effects on Defoliation on Garlic Yield.". Scientia Horticulturae, 86 (2) (2000) pp. 161-167. Muro, J., Irigoyen, I., Lamfus, C. and Militino, A. F. "Assessing the Covariance Function in Geostatistics". Statistics and Probability Letters, 52(1), 199-206 (2001). Militino, A.F. and Ugarte, M.D. "Analyzing Censored Spatial Data".Mathematical Geology, 31 (5) 551-561, (1999). Militino, A.F. and Ugarte, M.D. "Comments on: "The Kriged Kalman Filter" by Mardia, K. V., Goodall, C., Redfern, E. J. and Alonso,F. J. Test 7(2), 270-272 (1998). Ana F. Militino "A GM Estimation of the Location Parameters in a Spatial Linear Model": Communications in Statistics. Theory and Methods, 26, 1701-1725, 1997. Ana F. Militino and Ugarte, M. D. "Bounded Influence Estimation in a Spatial Linear Mixed Model." : Lecture Notes in Statistics, 122, 211-221, 1997. Edited by T. G. Gregoire, D. R. Brillinger, P. J. Diggle, E. Russek-Cohen, W. G. Warren and R. D. Wolfinger. Autores: Militino A. F. and Ugarte M. D. "M-estimation of the Drift Coefficients in a Spatial Linear Model". Mathematical Geology, 29 (2), 221-229 (1997). Ana F. Militino