Sara Martino
About
Competencies
Research
Interests
Projects
Preprints
- Silius M. Vandeskog, Sara Martino, Raphael Huser (2023) An efficient Worflow for Modellign High-Dimensional Spatial Extremes (ArXive Preprint)
PhD students
I am currently the main supervisor of two PhD students:
-
Karina Lilleborge (2022--): Working on traffic analysis and spatio-temporal models on graphs.
- Silius Mortensønn Vandeskog (2019--): Working on modeling of extreme precipitation events.
I am currently the co-supervisor of one PhD students:
-
Emma Sofie Skarstein (2020:--): Working on Modeling of missing data and measurement error.
Publications
2023
-
Fioravanti, Guido;
Martino, Sara;
Cameletti, Michela;
Toreti, Andrea.
(2023)
Interpolating climate variables by using INLA and the SPDE approach.
International Journal of Climatology
Academic article
-
Skarstein, Emma Sofie;
Martino, Sara;
Muff, Stefanie.
(2023)
A joint Bayesian framework for missing data and measurement
error using integrated nested Laplace approximations.
Biometrical Journal
Academic article
2022
-
Barmoudeh, Leila;
Baghishani, Hossein;
Martino, Sara.
(2022)
Bayesian spatial analysis of crash severity data with the INLA approach: Assessment of different identification constraints.
Accident Analysis and Prevention
Academic article
-
Berild, Martin Outzen;
Martino, Sara;
Gómez-Rubio, Virgilio;
Rue, Håvard.
(2022)
Importance Sampling with the Integrated Nested Laplace Approximation.
Journal of Computational And Graphical Statistics (JCGS)
Academic article
-
Fioravanti, Guido;
Cameletti, Michela;
Martino, Sara;
Cattani, Giorgio;
Pisoni, Enrico.
(2022)
A spatiotemporal analysis of NO2
concentrations during the Italian 2020 COVID-19 lockdown
.
Environmetrics
Academic article
-
Pace, Daniela Silvia;
Panunzi, Greta;
Arcangeli, Antonella;
Moro, Stefano;
Jona Lasinio, Giovanna;
Martino, Sara.
(2022)
Seasonal distribution of an opportunistic apex predator (Tursiops truncatus) in marine coastal habitats of the Western Mediterranean Sea.
Frontiers in Marine Science
Academic article
-
Vandeskog, Silius Mortensønn;
Martino, Sara;
Castro-Camilo, Daniela;
Rue, Håvard.
(2022)
Modelling Sub-daily Precipitation Extremes with the Blended Generalised Extreme Value Distribution.
Journal of Agricultural Biological and Environmental Statistics
Academic article
2021
-
Martino, Sara;
Pace, Daniela Silvia;
Moro, Stefano;
Casoli, Edoardo;
Ventura, Daniele;
Frachea, Alessandro.
(2021)
Integration of presence-only data from several sources: a case study on dolphins' spatial distribution.
Ecography
Academic article
-
Vandeskog, Silius Mortensønn;
Martino, Sara;
Castro-Camilo, Daniela.
(2021)
Modelling block maxima with the blended generalised extreme value distribution.
Academic chapter/article/Conference paper
-
Fioravanti, Guido;
Martino, Sara;
Cameletti, Michela;
Cattani, Giorgio.
(2021)
Spatio-temporal modelling of PM10
daily concentrations in Italy using the SPDE approach.
Atmospheric Environment
Academic article
2019
-
Mo, Birger;
Martino, Sara;
Naversen, Christian Øyn;
Aronsen, Gunnar;
Rismark, Ole.
(2019)
Benchmarking Hydro Operation by Use of a Simulator.
Springer Nature
Academic chapter/article/Conference paper
2017
-
Francois, B.;
Martino, Sara;
Tøfte, Lena S;
Hingray, Benoît;
Mo, Birger;
Creutin, Jean-Dominique.
(2017)
Effects of Increased Wind Power Generation on Mid-Norway’s Energy Balance under Climate Change: A Market Based Approach.
Energies
Academic article
-
Martino, Sara;
Nipen, Thomas Nils;
Lussana, Cristian;
Kolberg, Sjur.
(2017)
A stochastic weather generator based on resampling
historical ensemble weather forecasts and its application
to hydrological simulation.
SINTEF Rapport (2017:00835)
Report
2016
-
Løland, Anders;
Steinbakk, Gunnhildur Högnadóttir;
Martino, Sara;
Kolberg, Sjur.
(2016)
Detrending og klimakorrigering av historiske tilsigs- og temperaturserier.
NR-notat (SAMBA/27/16)
Report
2015
-
Ingebrigtsen, Rikke;
Lindgren, Finn;
Steinsland, Ingelin;
Martino, Sara.
(2015)
Estimation of a non-stationary model for annual precipitation in southern Norway using replicates of the spatial field.
Spatial Statistics
Academic article
-
Martino, Sara;
Riebler, Andrea Ingeborg.
(2015)
Integrated nested Laplace approximations (INLA).
John Wiley & Sons
Encyclopedia article
2014
-
Martino, Sara;
Kolberg, Sjur;
Lepioufle, Jean Marie;
Leblois, Etienne.
(2014)
Weather generator: results from a pilot study.
SINTEF Energi. Rapport (TR A7350)
Report
-
Martino, Sara;
Løland, Anders;
Mo, Birger;
Hobæk Haff, Ingrid .
(2014)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/11/14)
Report
2013
-
Martino, Sara;
Hobæk Haff, Ingrid;
Løland, Anders;
Mo, Birger.
(2013)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/50/13)
Report
-
Holand, Anna Marie;
Steinsland, Ingelin;
Martino, Sara;
Jensen, Henrik.
(2013)
Animal Models and Integrated Nested Laplace Approximations.
G3: Genes, Genomes, Genetics
Academic article
-
Hu, Xiangping;
Steinsland, Ingelin;
Simpson, Daniel Peter;
Martino, Sara;
Rue, Håvard.
(2013)
Spatial Modelling of Temperature and Humidity using Systems of Stochastic Partial Differential Equations.
ArXiv
Report
-
Illian, Janine B.;
Martino, Sara;
Sørbye, Sigrunn Holbek;
Gallego-Fernandez, Juan;
Zunzunegui, Maria;
Esquivias, M. Paz.
(2013)
Fitting complex ecological point process models with integrated nested Laplace approximation.
Methods in Ecology and Evolution
Academic article
2012
-
Hobæk Haff, Ingrid ;
Martino, Sara;
Løland, Anders;
Follestad, Turid.
(2012)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/50/12)
Report
-
Beguin, J;
Martino, Sara;
Rue, Håvard;
Cumming, SG.
(2012)
Hierarchical analysis of spatially autocorrelated ecological data using integrated nested Laplace approximation.
Methods in Ecology and Evolution
Academic article
2011
-
Martino, Sara;
Akerkar, Rupali Rajendra;
Rue, Håvard.
(2011)
Approximate Bayesian Inference for Survival Models.
Scandinavian Journal of Statistics
Academic article
-
Martino, Sara;
Aas, Kjersti;
Lindqvist, Ola;
Neef, Linda Reiersølmoen;
Rue, Håvard.
(2011)
Estimating stochastic volatility models using integrated nested Laplace approximations.
European Journal of Finance
Academic article
2009
-
Eidsvik, Jo;
Martino, Sara;
Rue, Håvard.
(2009)
Approximate Bayesian Inference in Spatial Generalized Linear Mixed Models.
Scandinavian Journal of Statistics
Academic article
-
Rue, Håvard;
Martino, Sara;
Chopin, N.
(2009)
Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations.
Journal of The Royal Statistical Society Series B-statistical Methodology
Academic literature review
2007
-
Rue, Håvard;
Martino, Sara.
(2007)
Approximate Bayesian inference for hierarchical Gaussian Markov random field models.
Journal of Statistical Planning and Inference
Academic article
Journal publications
-
Fioravanti, Guido;
Martino, Sara;
Cameletti, Michela;
Toreti, Andrea.
(2023)
Interpolating climate variables by using INLA and the SPDE approach.
International Journal of Climatology
Academic article
-
Skarstein, Emma Sofie;
Martino, Sara;
Muff, Stefanie.
(2023)
A joint Bayesian framework for missing data and measurement
error using integrated nested Laplace approximations.
Biometrical Journal
Academic article
-
Barmoudeh, Leila;
Baghishani, Hossein;
Martino, Sara.
(2022)
Bayesian spatial analysis of crash severity data with the INLA approach: Assessment of different identification constraints.
Accident Analysis and Prevention
Academic article
-
Berild, Martin Outzen;
Martino, Sara;
Gómez-Rubio, Virgilio;
Rue, Håvard.
(2022)
Importance Sampling with the Integrated Nested Laplace Approximation.
Journal of Computational And Graphical Statistics (JCGS)
Academic article
-
Fioravanti, Guido;
Cameletti, Michela;
Martino, Sara;
Cattani, Giorgio;
Pisoni, Enrico.
(2022)
A spatiotemporal analysis of NO2
concentrations during the Italian 2020 COVID-19 lockdown
.
Environmetrics
Academic article
-
Pace, Daniela Silvia;
Panunzi, Greta;
Arcangeli, Antonella;
Moro, Stefano;
Jona Lasinio, Giovanna;
Martino, Sara.
(2022)
Seasonal distribution of an opportunistic apex predator (Tursiops truncatus) in marine coastal habitats of the Western Mediterranean Sea.
Frontiers in Marine Science
Academic article
-
Vandeskog, Silius Mortensønn;
Martino, Sara;
Castro-Camilo, Daniela;
Rue, Håvard.
(2022)
Modelling Sub-daily Precipitation Extremes with the Blended Generalised Extreme Value Distribution.
Journal of Agricultural Biological and Environmental Statistics
Academic article
-
Martino, Sara;
Pace, Daniela Silvia;
Moro, Stefano;
Casoli, Edoardo;
Ventura, Daniele;
Frachea, Alessandro.
(2021)
Integration of presence-only data from several sources: a case study on dolphins' spatial distribution.
Ecography
Academic article
-
Fioravanti, Guido;
Martino, Sara;
Cameletti, Michela;
Cattani, Giorgio.
(2021)
Spatio-temporal modelling of PM10
daily concentrations in Italy using the SPDE approach.
Atmospheric Environment
Academic article
-
Francois, B.;
Martino, Sara;
Tøfte, Lena S;
Hingray, Benoît;
Mo, Birger;
Creutin, Jean-Dominique.
(2017)
Effects of Increased Wind Power Generation on Mid-Norway’s Energy Balance under Climate Change: A Market Based Approach.
Energies
Academic article
-
Ingebrigtsen, Rikke;
Lindgren, Finn;
Steinsland, Ingelin;
Martino, Sara.
(2015)
Estimation of a non-stationary model for annual precipitation in southern Norway using replicates of the spatial field.
Spatial Statistics
Academic article
-
Holand, Anna Marie;
Steinsland, Ingelin;
Martino, Sara;
Jensen, Henrik.
(2013)
Animal Models and Integrated Nested Laplace Approximations.
G3: Genes, Genomes, Genetics
Academic article
-
Illian, Janine B.;
Martino, Sara;
Sørbye, Sigrunn Holbek;
Gallego-Fernandez, Juan;
Zunzunegui, Maria;
Esquivias, M. Paz.
(2013)
Fitting complex ecological point process models with integrated nested Laplace approximation.
Methods in Ecology and Evolution
Academic article
-
Beguin, J;
Martino, Sara;
Rue, Håvard;
Cumming, SG.
(2012)
Hierarchical analysis of spatially autocorrelated ecological data using integrated nested Laplace approximation.
Methods in Ecology and Evolution
Academic article
-
Martino, Sara;
Akerkar, Rupali Rajendra;
Rue, Håvard.
(2011)
Approximate Bayesian Inference for Survival Models.
Scandinavian Journal of Statistics
Academic article
-
Martino, Sara;
Aas, Kjersti;
Lindqvist, Ola;
Neef, Linda Reiersølmoen;
Rue, Håvard.
(2011)
Estimating stochastic volatility models using integrated nested Laplace approximations.
European Journal of Finance
Academic article
-
Eidsvik, Jo;
Martino, Sara;
Rue, Håvard.
(2009)
Approximate Bayesian Inference in Spatial Generalized Linear Mixed Models.
Scandinavian Journal of Statistics
Academic article
-
Rue, Håvard;
Martino, Sara;
Chopin, N.
(2009)
Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations.
Journal of The Royal Statistical Society Series B-statistical Methodology
Academic literature review
-
Rue, Håvard;
Martino, Sara.
(2007)
Approximate Bayesian inference for hierarchical Gaussian Markov random field models.
Journal of Statistical Planning and Inference
Academic article
Part of book/report
-
Vandeskog, Silius Mortensønn;
Martino, Sara;
Castro-Camilo, Daniela.
(2021)
Modelling block maxima with the blended generalised extreme value distribution.
Academic chapter/article/Conference paper
-
Mo, Birger;
Martino, Sara;
Naversen, Christian Øyn;
Aronsen, Gunnar;
Rismark, Ole.
(2019)
Benchmarking Hydro Operation by Use of a Simulator.
Springer Nature
Academic chapter/article/Conference paper
-
Martino, Sara;
Riebler, Andrea Ingeborg.
(2015)
Integrated nested Laplace approximations (INLA).
John Wiley & Sons
Encyclopedia article
Report
-
Martino, Sara;
Nipen, Thomas Nils;
Lussana, Cristian;
Kolberg, Sjur.
(2017)
A stochastic weather generator based on resampling
historical ensemble weather forecasts and its application
to hydrological simulation.
SINTEF Rapport (2017:00835)
Report
-
Løland, Anders;
Steinbakk, Gunnhildur Högnadóttir;
Martino, Sara;
Kolberg, Sjur.
(2016)
Detrending og klimakorrigering av historiske tilsigs- og temperaturserier.
NR-notat (SAMBA/27/16)
Report
-
Martino, Sara;
Kolberg, Sjur;
Lepioufle, Jean Marie;
Leblois, Etienne.
(2014)
Weather generator: results from a pilot study.
SINTEF Energi. Rapport (TR A7350)
Report
-
Martino, Sara;
Løland, Anders;
Mo, Birger;
Hobæk Haff, Ingrid .
(2014)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/11/14)
Report
-
Martino, Sara;
Hobæk Haff, Ingrid;
Løland, Anders;
Mo, Birger.
(2013)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/50/13)
Report
-
Hu, Xiangping;
Steinsland, Ingelin;
Simpson, Daniel Peter;
Martino, Sara;
Rue, Håvard.
(2013)
Spatial Modelling of Temperature and Humidity using Systems of Stochastic Partial Differential Equations.
ArXiv
Report
-
Hobæk Haff, Ingrid ;
Martino, Sara;
Løland, Anders;
Follestad, Turid.
(2012)
Statistical properties of historical inflow series for long-term models.
NR-notat (SAMBA/50/12)
Report
Teaching
Courses
Supervision
I supervise bachelor, project and master theses in statistics.
Media
2023
-
Academic lectureFioravanti, Guido; Martino, Sara; Cameletti, Michela; Toreti, Andrea. (2023) Climate variables interpolation by using INLA and the SPDE approach. EMS Annual Meeting 2023 , Bratislava 2023-09-04 - 2023-09-08
-
Academic lectureMartino, Sara. (2023) Integrated Species Distribution models with INLA/inlabru. INLA: past, present and future 2023-01-18 - 2023-01-19
-
PosterVillejo, Stephen; Martino, Sara; Illian, Janine. (2023) Linking climate and Dengue risks in the Philippines using the INLA-SPDE method. Spatial Statistics 2023 , Boulder, Colorado 2023-07-18 - 2023-07-21
-
PosterVandeskog, Silius Mortensønn; Martino, Sara; Huser, Raphaël. (2023) Robust Modelling of high-dimensional spatial conditional extremes. Extreme Value Analysis (EVA) 2023 , Milano 2023-06-26 - 2023-06-30
-
Academic lectureMartino, Sara; Illian, Janine; Belmont, Jafet Osuna. (2023) Spatial occurrence models using Integrated Nested Laplace Approximation. GRASPA 2023 conference , Palermo 2023-07-11 - 2023-07-12
-
Academic lectureMartino, Sara. (2023) Implementing Occupancy models in INLA. Workshop on Ecological and Environmental Statistics , Lancaster 2023-09-11 - 2023-09-13
2022
-
PosterSkarstein, Emma Sofie; Martino, Sara; Muff, Stefanie. (2022) We show how to handle missing data in INLA by generalizing exising measurement error models. The International Society for Bayesian Analysis ISBA World Meeting 2022 , Montreal 2022-06-26 - 2022-07-01
-
Academic lectureMartino, Sara; Berild, Martin Outzen. (2022) Importance Sampling with the integrated Nested Laplace approximation. IBS 31st International Biometric Conference , Riga 2022-07-10 - 2022-07-15
-
Academic lectureMartino, Sara. (2022) A new computational approach to fit hierarchical models with INLA. XXVI Reunión Científica del Grupo Argentino de Bioestadística, Cordoba (Argentina). 2022-10-26 - 2022-10-28
2021
-
Academic lectureVandeskog, Silius Mortensønn; Martino, Sara. (2021) Modelling spatial conditional extremes with R-INLA. Internationalen Biometrischen Gesellschaft Workshop "Extremes" , Hannover 2021-12-02 - 2021-12-03
-
Academic lectureVandeskog, Silius Mortensønn; Martino, Sara; Castro-Camilo, Daniela; Rue, Håvard. (2021) Modelling extreme short-term precipitation with the blended generalised extreme value distribution. The University of Edinburgh Extreme value analysis 2021 , Edinburgh 2021-06-28 - 2021-07-02
-
Academic lectureMartino, Sara. (2021) Integration of presence-only data from several sources: a case study on dolphins' spatial distribution. Applications du Bayesian Unified Group of Statisticians Workshop 2021-06-24 - 2021-06-25
-
Academic lectureMartino, Sara; Jona Lasinio, Giovanna; Pace, Daniela Silvia. (2021) Combining spatial data derived from conventional research protocols and social media platforms A story of two dolphin species . Italian Society of Statistics GRASPA 2021 biennial conferece of the Italian research group for Environmental Statistics 2021-06-07 - 2021-06-09
-
Academic lectureMartino, Sara; Crescenza, Calculli. (2021) A Bayesian joint model for exploring zero-inflated bivariate marine litter data. 50th edition of the Scientific Meeting of the Italian Statistical Society. 2021-06-21 - 2021-06-25
2020
-
PosterVandeskog, Silius Mortensønn; Martino, Sara. (2020) Examining the extremal dependence structure of precipitation in Norway. EGU General Assembly 2020 2020-05-04 - 2020-05-08
2016
-
Academic lectureTøfte, Lena S; Martino, Sara; Mo, Birger. (2016) Using climate response functions in analysing electricity production variables. A case study from Mid-Norway. European Geophysical Union EGU 2016 , Wien 2016-04-18 - 2016-04-22
2014
-
Academic lectureHu, Xiangping; Steinsland, Ingelin; Simpson, Daniel Peter; Martino, Sara; Rue, Håvard. (2014) Spatial Modelling of Temperature and Humidity using Systems of Stochastic Partial Differential Equations. ASA Joint Statistical Meeting , Boston 2014-08-02 - 2014-08-08
2013
-
Academic lectureHu, Xiangping; Steinsland, Ingelin; Simpson, Daniel Peter; Martino, Sara; Rue, Håvard. (2013) Bivariate Random Fields with System of SPDEs for Spatial Modelling of Temperature and Humidit. The 17th Norwegian Statistical Conference , Halden 2013-06-10 - 2013-06-13
2012
-
PosterHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2012) Bayesian animal model using integrated nested Laplace approximations: a wild house sparrow population case study. The Second Workshop on Bayesian Inference for Latent Gaussian Models with Applications , Trondheim 2012-05-30 - 2012-06-01
-
PosterHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2012) Bayesian animal model using integrated nested Laplace approximations: a wild house sparrow population case study. 4th International Conference on Quantitative Genetics , Edinburgh 2012-06-17 - 2012-06-22
2011
-
Academic lectureSteinsland, Ingelin; Holand, Anna Marie; Martino, Sara; Jensen, Henrik. (2011) Animal model and Integrated Nested Laplace Approximations. Wild Animal Model Bi-Annual Meeting 4 , Korsika 2011-09-18 - 2011-09-23
-
PosterHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2011) Bayesian animal models using integrated nested Laplace approximations: a wild house sparrow population case study. European Society for Evolutionary Biology European Society for Evolutionary Biology 13th Congress , Tübingen 2011-08-20 - 2011-08-25
2010
-
Academic lectureHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2010) Bayesian animal model using integrated nested Laplaceapproximations: a wild house sparrow population case study. 23rd Nordic Conference on Mathematical Statistics , NORDSTAT 2010 , Voss 2010-06-14 - 2010-06-17
-
Academic lectureHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2010) Bayesian animal model using integrated nested Laplace approximations: a wild House Sparrow population case study. Ecology, Evolutionary Biology, and Behavior (EEBB) Graduate Colloquium, Michigan State University 2010-04-14 -
-
PosterHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2010) Bayesian animal model using integrated nested Laplaceapproximations: a wild house sparrow population case study. Ninth Valencia International Meeting on Bayesian Statistics 2010 World Meeting of the International Society for Bayesian Analysis Benidorm , Alicante 2010-06-03 - 2010-06-08
-
PosterHoland, Anna Marie; Steinsland, Ingelin; Martino, Sara; Jensen, Henrik. (2010) Development of Bayesian animal models to estimate heritable genetic variation in fitness-related traits in natural populations. Centre for Conservation Biology at NTNU Sustainable Conservation: Bridging the gap between disciplines 2010-03-15 - 2010-03-18