Modelo predictivo de la gripe y del COVID19
| Funding entity | Subdirecció Gral. De Vigilància i Resposta a Emergències de Salut Pública (S0811001G) |
| Main researches | Manuel Oviedo de la Fuente |
| Type | Contrato |
| Dates | From 13/04/2021 to 31/12/2021 |
| Department | Mathematics |
| Knowledgment area | Statistics and Operational Research |
| Research | Research group Modelización, Optimización e Inferencia Estadística |
| Research lines | Functional data analysis, variable selection, regression models, time series, biostatistics. |
| Keywords | Functional data, variable selection, predictive models, regression, time series, spectrum, functional classification, functional depth, R software. |
| Contacto | UDC directory |
| Orcid id0000-0001-7360-3249 ResearcherIDAAB-8040-2019 Scopus24823008700 | |
This section shows the teaching given in degrees, masters and other officers studies in last 6 years.
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Final Year Dissertation
Degree in Data Science and Engineering
|
Compulsory | 0 | 6.66666666666667 |
|
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
|
Compulsory | 0 | 8 |
|
Master's Dissertation
Master's in Statistical Techniques
|
Compulsory | 0 | 5 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
| Advanced Techniques for Data Analysis | Optional | 0 | 7.5 |
| Data Management Technology | Optional | 0 | 7 |
| Documentation and Health Statistics | Compulsory | 0 | 45 |
| Final Year Dissertation. Mention in Computer Science | Compulsory | 0 | 2.5 |
| Final Year Dissertation. Mention in Information Technology | Compulsory | 0 | 2.5 |
| Final Year Dissertation. Mention in Software Engineering | Compulsory | 0 | 0.5 |
| Master's Dissertation | Compulsory | 0 | 10 |
| Master's Dissertation | Compulsory | 0 | 4 |
| Probability and Basic Statistics | Core | 0 | 10 |
| Research Methodology | Compulsory | 0 | 12.5 |
| Spatial Statistics and Modelling | Optional | 0 | 10 |
| Statistical Analysis of Complex Data | Optional | 0 | 30 |
| Statistical Inference | Optional | 0 | 10 |
| Statistical Learning | Optional | 0 | 17 |
| Statistics | Core | 0 | 30 |
| Statistics | Core | 0 | 70 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Data Management Technology
Master's in Statistical Techniques
|
Optional | 0 | 7 |
|
Documentation and Health Statistics
Degree in Physiotherapy
|
Compulsory | 0 | 62 |
|
Master's Dissertation
Master's in Statistical Techniques
|
Compulsory | 0 | 5 |
|
Spatial Statistics and Modelling
Master's in Marine Biology
|
Optional | 0 | 10 |
|
Statistical Analysis of Complex Data
Degree in Data Science and Engineering
|
Optional | 0 | 34 |
|
Statistical Learning
Master's in Statistical Techniques
|
Optional | 0 | 17.5 |
|
Statistics
Degree in Computer Engineering
|
Core | 0 | 90 |
|
Statistics
Degree in Artificial Intelligence
|
Core | 0 | 60 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Documentation and Health Statistics
Degree in Physiotherapy
|
Compulsory | 0 | 62 |
|
Spatial Statistics and Modelling
Master's in Marine Biology
|
Optional | 0 | 10 |
|
Statistical Learning
Master's in Statistical Techniques
|
Optional | 0 | 17.5 |
|
Statistics
Degree in Computer Engineering
|
Core | 0 | 180 |
| Subject and involved studies | Type | Distance hours | Total hours |
|---|---|---|---|
|
Statistics
Degree in Computer Engineering
|
Core | 0 | 153 |
Defined tutoring by teacher for 2023/2024 academic course.
| Quarter | Day | Site |
|---|---|---|
| 2nd quarter |
Tuesday
11:00 a 13:00 |
Edificio Área Científica SR1.01 |
| 2nd quarter |
Thursday
11:00 a 13:00 |
Edificio Área Científica SR1.01 |
Directed or codirected by current teacher since 2013 year.
| Development of a Net Promoter Score (NPS) Classification Model in Banking |
| Evaluation of statistical learning techniques in R software |
| Statistical analysis and automatic classification of Positron Emission Tomography data in Alzheimer's disease |
| Techniques for handling missing data and application in problem of detecting banking fraud |
| Analysis of the impact of vaccination on the cumulative incidence of COVID-19 in Spain. |
| Application of statistical techniques for models of supervised classification with data samples unbalanced |
Select merit type and year to query research merits.
Modelo predictivo de la gripe y del COVID19
| Funding entity | Subdirecció Gral. De Vigilància i Resposta a Emergències de Salut Pública (S0811001G) |
| Main researches | Manuel Oviedo de la Fuente |
| Type | Contrato |
| Dates | From 13/04/2021 to 31/12/2021 |
Ciencia e Enxeñería de datos para a avaliación, predición poboacional e personalizada da evolución da enfermidade COVID-19 (Ref. COV20/00604)
| Funding entity | Axencia Galega de Innovación |
| Main researches | Ricardo Cao Abad; Manuel Francisco González Penedo |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/11/2020 to 31/12/2022 |
Rede Tecnolóxica de Matemática Industrial TMATI (R2016/051)
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Alfredo Bermúdez de Castro López-Varela |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2017 to 30/11/2018 |
Consolidación e estruturación de unidades de investigación (grupos competitivos)
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | González Manteiga, Wenceslao |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2017 to 31/12/2020 |
Red temática matemática-industria
| Funding entity | Ministerio de Economía y Competitividad |
| Main researches | Quintela Estévez Peregrina |
| Type | Proyecto Programas Nacionales |
| Dates | From 01/07/2017 to 30/06/2019 |
Tecnoloxías e análise dos datos lingüísticos
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | Sousa Fernández, X |
| Type | Proyecto Programas Autonomicos |
| Dates | From 01/01/2017 to 31/12/2018 |
Modelización no paramétrica de dinámicas y dependencias en sistemas complejos
| Funding entity | Ministerio de Economía y Competitividad (MINECO) |
| Main researches | Crujeiras, R.M. |
| Type | Proyecto Programas Nacionales |
| Dates | From 30/12/2016 to 29/06/2021 |
Epidemiologia, Prevenció i Control de les Malalties Transmissibles
| Funding entity | Agència de Gestió d'Ajusts Universitaris i de Recerca (AGAUR) - Generalitat de Catalunya |
| Main researches | Dominguez, Ángela |
| Type | Proyecto Programas Autonomicos |
| Dates | From 16/07/2014 to 31/12/2016 |
Consolidación e estruturación de unidades de investigación (grupos competitivos)
| Funding entity | Consellería de Cultura, Educación e Ordenación Universitaria |
| Main researches | González Manteiga, Wenceslao |
| Type | Proyecto Programas Autonomicos |
| Dates | From 25/10/2013 to 31/12/2016 |
Developing crucial Statistical methods for Understanding major complex Dynamic Systems in natural, biomedical and social sciences
| Funding entity | Interuniversity Attraction Pole (IAP). Phase VII. Belgian Science Policy |
| Main researches | González Manteiga, Wenceslao |
| Type | Proyecto Internacional |
| Dates | From 01/04/2012 to 31/03/2017 |
A Distance Correlation Approach for Optimum Multiscale Selection in 3D Point Cloud Classification. Mathematics, 9(12), 1328.
| Authors | Oviedo-de la Fuente, M., Cabo, C, C. Ordóñez, Roca Pardiñas J |
| Journal | Mathematics Vol. 9 Num. 12 (pages 1 to 19) |
Functional Location-Scale Model to Forecast Bivariate Pollution Episodes
| Authors | Oviedo-de La Fuente, Manuel, Ordóñez, Celestino, Roca-Pardiñas, Javier |
| Journal | Mathematics Vol. 8 Num. 6 (pages 941 to 953) |
Variable selection in functional additive regression models
| Authors | Febrero-Bande, Manuel, González-Manteiga, Wenceslao, Oviedo-de la Fuente, Manuel |
| Journal | COMPUTATIONAL STATISTICS Vol. 34 Num. 2 (pages 469 to 487) |
Predicting seasonal influenza transmission using functional regression models with temporal dependence
| Authors | Oviedo de la Fuente, Manuel, Febrero-Bande, Manuel, Muñoz, María Pilar, Domínguez, Àngela |
| Journal | PLOS ONE Vol. 13 Num. 4 (pages 1 to 18) |
Determining optimum wavelengths for leaf water content estimation from reflectance: A distance correlation approach
| Authors | Ordóñez, Celestino, Oviedo-de la Fuente, Manuel, Roca-Pardiñas, Javier, Rodríguez-Pérez, José Ramón |
| Journal | CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS Vol. 173 (pages 41 to 50) |
Real-time predictive seasonal influenza model in Catalonia, Spain
| Authors | Luca Basile, Oviedo de la Fuente, Manuel, Nuria Torner, Ana Martínez, MIreia Jané |
| Journal | PLOS ONE Vol. 13 Num. 3 (pages 1 to 15) |
idmTPreg: Regression Model for Progressive Illness Death Data
| Authors | Azarang, L., Oviedo M |
| Journal | The R journal Vol. 10 Num. 2 (pages 317 to 325) |
The DD^G-classifier in the functional setting
| Authors | J. A. Cuesta-Albertos, Manuel Febrero-Bande, Oviedo M |
| Journal | TEST Vol. 26 (pages 119 to 142) |
| DOI | https://doi.org/10.1007/s11749-016-0502-6 |
Statistical Computing in Functional Data Analysis: The R Package fda.usc
| Authors | Febrero-Bande, Manuel, Oviedo-de la Fuente, M. |
| Journal | Journal of Statistical Software Vol. 51 Num. 4 (pages 1 to 28) |
| DOI | https://doi.org/10.18637/jss.v051.i04 |
Prediction Models with Functional Data for Variables related with Energy Production
| Authors | Febrero-Bande, M.. González-Manteiga, W.. Oviedo-de la Fuente, M. |
| Book |
Novel Mathematics Inspired by Industrial Challenges Vol. 38 Publishing: Springer, Cham. ISBN: 978-3-030-96173-2 |
| Pages | From 271 to 297 |
Optimum scale selection for 3D point cloud classification through distance correlation
| Authors | Oviedo de la Fuente, Manuel. Cabo, C. C. Ordóñez. Roca Pardiñas J |
| Book |
Functional and High-Dimensional Statistics and Related Fields Publishing: Springer. ISBN: 978-3-030-47756-1 |
| Pages | From 213 to 220 |
Variable selection in Functional Additive Regression Models
| Authors | Febrero-Bande, Manuel. González-Manteiga, W.. Oviedo-de la Fuente, M. |
| Book |
Functional Statistics and Related Fields Publishing: Springer, Cham. ISBN: 978-3-319-55845-5 |
| Pages | From 113 to 121 |
Functional Regression Models with Temporal and/or Spatial Dependence
| Authors | Febrero-Bande, M.. Oviedo-de la Fuente, M. |
| Book |
Contributions in infinite-dimensional statistics and related topics Publishing: Societa Editrice Esculapio. ISBN: 978-88-7488-763-7 |
| Pages | From 107 to 112 |
New covariates selection method in dynamic regression models with a public implementation in R language
IX Xornada de Usuarios de R en Galicia
Autonomous
| Authors | A. Ezquerro, G. Aneiros, Oviedo-de la Fuente, M. |
| Place | Santiago de Compostela (España) |
Automatic covariates selection in dynamic regression models with application to COVID-19 evolution
5th XoveTIC Conference
International
| Authors | A. Ezquerro, G. Aneiros, Oviedo-de la Fuente, M. |
| Organization | Centro de Investigación en Tecnoloxías da Información e as Comunicacións (CITIC) |
| Place | Coruña, A (España) |
Functional regression models for the prediction of Covid-19
Virtual conference of the Eastern Mediterranean Region, International Biometric Society
International
| Authors | Oviedo-de la Fuente, M., Febrero-Bande, M. |
| Place | On line (Israel) |
Análisis de datos funcionales con la librería fda.usc de R
X Seminario Internacional de Estadística Aplicada
International
| Authors | Oviedo-de la Fuente, M. |
| Organization | Sociedad Ecuatoriana de Estadística |
| Place | On line (Ecuador) |
Multivariate functional data analysis
useR2021. The R conference
International
| Authors | Oviedo-de la Fuente, M., Febrero-Bande, M. |
| Organization | The R Foundation for Statistical Computing |
| Place | Viena (Austria) |
Análisis de la concentración de CO2 en espacios interiores para la prevención del contagio de la COVID-19
VIII xornadas de usuarios de R en Galicia
Autonomous
| Authors | Hernández, María Jesús, Teodoro, Víctor, Escudero, Carlos J., Oviedo-de la Fuente, M., Fontenla-Romero, Óscar |
| Organization | Asociación de usuarios de software libre da Terra de Melide |
| Place | Santiago de Compostela (España) |
Functional regression models for the prediction of COVID-19
VII Xornada de Usuarios de R en Galicia
Autonomous
| Authors | Oviedo de la Fuente, Manuel, Manuel Febrero-Bande |
| Organization | Centro Singular de Investigación en Tecnoloxías Intelixentes |
| Place | Santiago de Compostela (España) |
A Review in Classification Methods in Functional Data Analysis
XV Latin American Congress of Probability and Mathematical Statistics (CLAPEM 2019)
International
| Authors | M. Febrero Bande, Oviedo M |
| Place | Mérida (México) |
Análisis de datos funcionales, regresión, clasificación y clustering funcional mediante la librería fda.usc
XI Jornadas de Usuarios de R
National
| Authors | Oviedo de la Fuente, Manuel |
| Place | Madrid (España) |
Hyperscale 3D point classification through functional data analysis
XIV Congreso Galego de Estatística e Investigación de Operacións, SGAPEIO 2019
Autonomous
| Authors | Oviedo de la Fuente, Manuel, Roca-Pardiñas, Javier, Cabo, C, Ordóñez Galán, C |
| Organization | SOCIEDADE GALEGA PARA A PROMOCION DA ESTATISTICA E DA INVESTIGACION OPERATIVA |
| Place | Vigo (España) |
Ejemplos de selección de variables funcionales en regresión y clasificación
Machine Learning Workhop Galicia 2019 (WGML2019)
Autonomous
| Authors | Oviedo de la Fuente, Manuel, M. Febrero Bande |
| Place | Coruña, A (España) |
Multivariate and functional data classification in R
VI Jornadas de usuarios de R en Galicia
International
| Authors | Oviedo de la Fuente, Manuel |
| Organization | Xunta de Galicia |
| Place | Santiago de Compostela (España) |
A review on classification methods for functional data
XXXVIII Congreso Nacional de Estadística e Investigación Operativa - XII Jornadas de Estadística Pública, SEIO 2019
National
| Authors | Manuel Febrero-Bande, Álvarez Liébana J, Álvarez Liébana J |
| Place | Alcoy/Alcoi (España) |
The R package fda.usc
: III International Workshop on Advances in Functional Data Analysis
International
| Authors | Oviedo de la Fuente, Manuel |
| Place | Castro-Urdiales (España) |
Functional variables selection in hyperspectral image classification
11th International Conference of the ERCIM WG on Computational and Methodologial Statistics - CMStatistics 2018
International
| Authors | Oviedo de la Fuente, Manuel, M. Febrero Bande, González Manteiga Wenceslao |
| Place | Pisa (Italia) |
Integración de R en QGIS
V Xornada de Usuarios de R en Galicia
Autonomous
| Authors | Buide Caraballosa, A, María José Ginzo Villamayor, Novo, M., Oviedo M |
| Organization | CONSORCIO PARA O DESENV. DE APLICACIÓNS INFORMATICAS DE XESTIÓN UNIV DE GALICIA (CIXUG) |
| Place | Santiago de Compostela (España) |
Hyperspectral image classification usign Functional Data Analysis
III Encontro Luso-Galaico de Biometría
International
| Authors | Oviedo de la Fuente, Manuel, M. Febrero Bande |
| Organization | SOCIEDADE GALEGA PARA A PROMOCION DA ESTATISTICA E DA INVESTIGACION OPERATIVA |
| Place | Aveiro (Portugal) |
Hyperspectral image classification usign Functional Data Analysis: a Review
XVI Spanish Biometric Conference- CEB 2017
National
| Authors | Oviedo de la Fuente, Manuel, Manuel Febrero-Bande |
| Place | Sevilla (España) |
R markdown
XIII Congreso Galego de Estatística e Investigación de Operacións (XIII SGAPEIO)
National
| Authors | Oviedo de la Fuente, Manuel, Rubén Fernández-Casal |
| Place | Ferrol (España) |
MODELO PREDICTIVO EN TIEMPO REAL DE LA GRIPE ESTACIONAL EN CATALUÑA
XVII CONGRESO SESPAS XXXV REUNIÓN CIENTÍFICA DE LA SOCIEDAD ESPAÑOLA DE EPIDEMIOLOGÍA Y XII CONGRESSO DA ASSOCIAÇÃO PORTUGUESA DE EPIDEMIOLOGIA
National
| Authors | Luca, Oviedo de la Fuente, Manuel, Nuria Torner, Martínez A, MIreia Jané |
| Place | Barcelona (España) |
Variable selection in functional additive regression models
4th International Workshop on Functional and Operational Statistics - IWFOS2017
International
| Authors | Manuel Febrero-Bande, González Manteiga Wenceslao, Oviedo de la Fuente, Manuel |
| Place | Coruña, A (España) |
Predicción online de la gripe: de la teoría a la práctica
3ª Reunión General de la Red Nacional de Bioestadística - BIOSTATNET
National
| Authors | Oviedo M, Febrero-Bande, M., Luca |
| Place | Santiago de Compostela (España) |
Variable selection in functional additive Regression Models
9th International Conference of the ERCIM WG on Computational and Methodological Statistics and 10th International Conference on Computational and Financial Econometrics (CFE-CMStatistics 2016).
International
| Authors | M. Febrero Bande, González Manteiga Wenceslao, Oviedo de la Fuente, Manuel |
| Place | Sevilla (España) |
Machine Learning Workhop Galicia 2016
Machine Learning Workshop Galicia 2016
Autonomous
| Authors | Javier Tarrío, Salvador Naya Fernández, M. Flores, Oviedo-de la Fuente, M., Febrero-Bande, Manuel |
| Organization | FUNDACIÓN CENTRO TECNOLÓGICO DE SUPERCOMPUTACIÓN DE GALICIA (FUNDACIÓN CESGA) |
| Place | Santiago de Compostela (España) |
Predicción online de la gripe
BIOApps - II Encontro Galaico Portugués de Biometría
International
| Authors | Oviedo-de la Fuente, M., Febrero-Bande, M., Luca, Nuria Torner, Martínez, A. |
| Organization | Universidade de Santiago de Compostela (USC) |
| Place | Santiago de Compostela (España) |
Semiparametric prediction models for variables related with energy production
European Conference Mathematics in Industry (ECMI) 2016
International
| Authors | González Manteiga Wenceslao, Manuel Febrero-Bande, Oviedo-de la Fuente, M. |
| Organization | European Consortium on Mathematics in Industry |
| Place | Santiago de Compostela (España) |
Academic or management positions held by teacher.