PhD Manuel Oviedo de la Fuente  

Profesor contratado interino de sustitución (INT-SU)

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

Teaching

Subjects taught

This section shows the teaching given in degrees, masters and other officers studies in last 6 years.

Subject and involved studies Distance hours Total hours
Advanced Techniques for Data Analysis 0 5.5
Big Data for IIoT 0 10.5
Data Management Technology 0 7
Documentation and Health Statistics 0 20
Final Year Dissertation 0 6.66
Final Year Dissertation. Mention in Computer Science 0 8
Master's Dissertation 0 5
Research Methodology 0 12.5
Spatial Statistics and Modelling 0 10
Statistical Analysis of Complex Data 0 30
Statistical Learning 0 17
Statistics 0 30
Statistics 0 90
Subject and involved studies Distance hours Total hours
Advanced Techniques for Data Analysis
Master in Economics
0 7.5
Data Management Technology
Master's in Statistical Techniques
0 7
Documentation and Health Statistics
Degree in Physiotherapy
0 45
Final Year Dissertation. Mention in Computer Science
Degree in Computer Engineering
0 2.5
Final Year Dissertation. Mention in Information Technology
Degree in Computer Engineering
0 2.5
Final Year Dissertation. Mention in Software Engineering
Degree in Computer Engineering
0 0.5
Master's Dissertation
Master's in Statistical Techniques
0 10
Master's Dissertation
Master in Bioinformatics for Health Sciences
0 4
Probability and Basic Statistics
Degree in Data Science and Engineering
0 10
Research Methodology
Master of Science in Disability and Dependency Situations
0 12.5
Spatial Statistics and Modelling
Master's in Marine Biology
0 10
Statistical Analysis of Complex Data
Degree in Data Science and Engineering
0 30
Statistical Inference
Master's in Statistical Techniques
0 10
Statistical Learning
Master's in Statistical Techniques
0 17
Statistics
Degree in Computer Engineering
0 30
Statistics
Degree in Artificial Intelligence
0 70
Subject and involved studies Distance hours Total hours
Data Management Technology
Master's in Statistical Techniques
0 7
Documentation and Health Statistics
Degree in Physiotherapy
0 62
Master's Dissertation
Master's in Statistical Techniques
0 5
Spatial Statistics and Modelling
Master's in Marine Biology
0 10
Statistical Analysis of Complex Data
Degree in Data Science and Engineering
0 34
Statistical Learning
Master's in Statistical Techniques
0 17.5
Statistics
Degree in Computer Engineering
0 90
Statistics
Degree in Artificial Intelligence
0 60
Subject and involved studies Distance hours Total hours
Documentation and Health Statistics
Degree in Physiotherapy
0 62
Spatial Statistics and Modelling
Master's in Marine Biology
0 10
Statistical Learning
Master's in Statistical Techniques
0 17.5
Statistics
Degree in Computer Engineering
0 180
Subject and involved studies Distance hours Total hours
Statistics
Degree in Computer Engineering
0 153

Defined tutoring by teacher for 2024/2025 academic course.

Faculty of Computer Science

Quarter Day Site
1st quarter Monday
10:00 a 12:00
Edificio Área Científica SR1.01
1st quarter Tuesday
10:00 a 12:00
Edificio Área Científica SR1.01
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

EOG works and final master thesis directed

Directed or codirected by current teacher since 2013 year.

Comparative analysis of statistical learning techniques in R: Application to regression models
Estimation of probability of default based on macroeconomic variables.
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

Research results

Select merit type and year to query research merits.

Ciencia e ingeniería de datos para la mejora de la función estadística oficial (CIDMEFEO)

Funding entity INSTITUTO NACIONAL DE ESTADÍSTICA
Main researches Ricardo Cao Abad, Manuel Francisco González Penedo
Type Proyecto Programas Nacionales
Dates From 13/05/2023 to 12/05/2026

Asistencia técnica en asesoramiento estadístico en seguros médicos

Funding entity ULEX SOLUCIONES S.L.
Main researches Rubén Fernández Casal, Manuel Oviedo de la Fuente
Type Contrato
Dates From 25/04/2022 to 22/05/2022

Asistencia técnica en asesoramiento estadístico en seguros médicos

Funding entity ULEX SOLUCIONES S.L.
Main researches Rubén Fernández Casal, Manuel Oviedo de la Fuente
Type Contrato
Dates From 25/04/2022 to 22/05/2022

Contrato do proxecto CITMAga-C97-2022: Análise estatístico con datos funcionais para o proxecto CALUCI

Funding entity Fundación Pública Andaluza Progreso y SaludIMIBIC - FIBICO
Main researches Carmen Cadarso Suárez
Type Contrato
Dates From 07/02/2022 to 03/06/2022

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

Prevalence and associated factors of sexual, psychological, and physical violence among Physical Therapists in their clinical role in Spain: A national web-based cross-sectional survey

Authors Tania Boo-Mallo, Oviedo-de la Fuente, M., Martinez-Rodríguez A.
Journal JOURNAL OF OCCUPATIONAL HEALTH Vol. 66 Num. 1 (pages 1 to 11)
DOI https://doi.org/10.1093/joccuh/uiae013

3D point cloud semantic segmentation through functional data analysis

Authors Oviedo-de la Fuente, M., Cabo, C., Roca-Pardiñas, J., Ordóñez, Celestino, Loudermilk, E.L.
Journal JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS (pages 1 to 22)
DOI https://doi.org/10.1007/s13253-023-00567-w

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)

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

Functional regression models with functional response
II International Conference on Statistics and Data Science (ICSDS)
International

Authors Oviedo-de la Fuente, M., Febrero-Bande, M., ;Darbalaei, M., Amini, M.
Organization Institute od Mathematical Statistics (IMS)
Place Lisbon (Portugal)

3D Point Cloud Semantic Segmentation Through Functional Data Analysis
XVI Congreso Galego de Estadística e Investigación de Operación. SGAPEIO 2023.
Autonomous

Authors Oviedo-de la Fuente, M., Roca-Pardiñas, J., Loudermilk, E.L.
Organization SOCIEDADE GALEGA PARA A PROMOCION DA ESTATISTICA E DA INVESTIGACION OPERATIVA
Place Coruña, A (España)

Generación de materiales didácticos de Estadística multiformato
I Xornada Interuniversitaria Galega de Innovación Docente (XIGAID)
Autonomous

Authors Oviedo-de la Fuente, M.
Organization Universidade da Coruña, Universidade de Santiago de Compostela e Universidade de Vigo
Place Coruña, A (España)

Dez anos celebrando a Xornada de Usuarios de R en Galicia
X Xornada de Usuarios de R en Galicia
Autonomous

Authors Oviedo-de la Fuente, M.
Place Santiago de Compostela (España)

Modeling landing per unit effort (LPUE) abundance of fish using functional data analysis
XXVI Conference of the Portuguese Statistical Society
International

Authors Oviedo-de la Fuente, M., Menezes, R., Silva, A.
Place Guimaraes (Portugal)

A comparison of infectious disease forecasting combinations methods
XIX Conferencia Española y VIII Encontro Iberoamericano de Biometría (CEB-EIB 2023)
National

Authors Oviedo-de la Fuente, M., José A. Vilar, Rubén Fernández-Casal
Organization Universidade de Vigo
Place Vigo (España)

Expert system for CO2 concentration level forecast in classrooms
XXXII Congreso Nacional de Estadística e Investigación Operativa. VI Jornadas de Estadística Pública
National

Authors Oviedo de la Fuente, Manuel, Teodoro, Víctor, Escudero, Carlos J., Febrero-Bande, Manuel
Place Coruña, A (España)

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 outlier detection
VI Seminário Internacional de Estatística com R
International

Authors Oviedo-de la Fuente, M.
Organization Universidade Federal Fluminense
Place Online (Brasil)

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, J., 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)

Positions

Academic or management positions held by teacher.

Consello do Departamento Matemáticas

PDI (Membros Natos)

From 15/03/2023.

Consello do Departamento Matemáticas

PDI (Membros Natos)