Matías Fernández

Catedrático/a de universidade

Área de Estatística e Investigación Operativa
Departamento de Estatística e Investigación Operativa

Información de contacto

Escola de Enxeñaría Industrial
As Lagoas, Marcosende
36310 Vigo

+34 986 812 190
jmmatias@uvigo.es

 

Resultados de investigación

Article
Matías, J.M.,
On metric-invariant relativistic transformations under anisotropy in the context of special relativity
International Journal of Modern Physics D, 31, 12, 2022 | DOI

Article
Díaz, S., Carta, J.A., Matías, J.M.
Performance assessment of five MCP models proposed for the estimation of long-term wind turbine power outputs at a target site using three machine learning techniques
Applied Energy, 209, , 2018 | DOI

Article
González-Costa, J.J., Reigosa-Roger, M.J., Matías, J.M., Fernández-Covelo, E.,
Analysis of the adsorption and retention models for Cd, Cr, Cu, Ni, Pb, and Zn through neural networks: selection of variables and competitive model
Environmental Science and Pollution Research, 25, 25, 2018 | DOI

Article
Díaz, S., Carta, J.A., Matías, J.M.
Comparison of several measure-correlate-predict models using support vector regression techniques to estimate wind power densities. A case study
Energy Conversion and Management, 140, , 2017 | DOI

Article
González Costa, J.J., Reigosa, M.J., Matías, J.M., Covelo, E.F.,
Soil Cd, Cr, Cu, Ni, Pb and Zn sorption and retention models using SVM: Variable selection and competitive model
Science of the Total Environment, 593-594, , 2017 | DOI

Article
González-Costa, J.J., Reigosa, M.J., Matías, J.M., Fernández-Covelo, E.,
Analysis of the importance of oxides and clays in Cd, Cr, Cu, Ni, Pb and Zn adsorption and retention with regression trees
PLoS ONE, 12, 1, 2017 | DOI

Article
Carta, J.A., Cabrera, P., Matías, J.M., Castellano, F.
Comparison of feature selection methods using ANNs in MCP-wind speed methods. A case study
Applied Energy, 158, , 2015 | DOI

Article
Martínez, J., Iglesias, C., Matías, J.M., Taboada, J., Araújo, M.
Solving the slate tile classification problem using a DAGSVM multiclassification algorithm based on SVM binary classifiers with a one-versus-all approach
Applied Mathematics and Computation, 230, , 2014 | DOI

Article
Martínez, J., López, M., Matías, J.M., Taboada, J.
Classifying slate tile quality using automated learning techniques
Mathematical and Computer Modelling, 57, 07/08/2021 0:00, 2013 | DOI

Article
Reboredo, J.C., Matías, J.M., Garcia-Rubio, R.
Nonlinearity in Forecasting of High-Frequency Stock Returns
Computational Economics, 40, 3, 2012 | DOI

Article
Matías, J.M., Reboredo, J.C.
Forecasting performance of nonlinear models for intraday stock returns
Journal of Forecasting, 31, 2, 2012 | DOI

Conference Paper
López, M., Taboada, J., Martínez, J., Matías, J.M., Vilán, J.A.
Slate characterization using 3D laser scanning
AIP Conference Proceedings, 1504, , 2012 | DOI

Article
Ordónez, C., Rodríguez-Pérez, J.R., Moreira, J.J., Matías, J.M., Sanz-Ablanedo, E.
Machine learning techniques applied to the assessment of gps accuracy under the forest canopy
Journal of Surveying Engineering, 137, 4, 2011 | DOI

Article
Carta, J.A., Velázquez, S., Matías, J.M.
Use of Bayesian networks classifiers for long-term mean wind turbine energy output estimation at a potential wind energy conversion site
Energy Conversion and Management, 52, 2, 2011 | DOI

Article
Velázquez, S., Carta, J.A., Matías, J.M.
Comparison between ANNs and linear MCP algorithms in the long-term estimation of the cost per kWh produced by a wind turbine at a candidate site: A case study in the Canary Islands
Applied Energy, 88, 11, 2011 | DOI

Review
Velázquez, S., Carta, J.A., Matías, J.M.
Influence of the input layer signals of ANNs on wind power estimation for a target site: A case study
Renewable and Sustainable Energy Reviews, 15, 3, 2011 | DOI

Article
Rivas, T., Paz, M., Martín, J.E., Matías, J.M., García, J.F., Taboada, J.
Explaining and predicting workplace accidents using data-mining techniques
Reliability Engineering and System Safety, 96, 7, 2011 | DOI

Conference Paper
Rivas, T., Matías, J.M., Taboada, J., Ordóñez, C.
Functional experiment design for the analysis of colour changes in granite using new L*a*b* functional colour coordinates
Journal of Computational and Applied Mathematics, 235, 16, 2011 | DOI

Conference Paper
Araújo, M., Matías, J.M., Rivas, T., Taboada, J.
Machine learning techniques applied to the construction of a new geomechanical quality index
International Journal of Computer Mathematics, 88, 9, 2011 | DOI

Article
Martìnez, J., Ordoñez, C., Matìas, J.M., Taboada, J.
Determining noise in an aggregates plant using functional statistics
Human and Ecological Risk Assessment, 17, 2, 2011 | DOI

Article
Guisande, C., Manjarrés-Hernández, A., Pelayo-Villamil, P., Granado-Lorencio, C., Riveiro, I., Acuña, A., Prieto-Piraquive, E., Janeiro, E., Matías, J.M., Patti, C., Patti, B., Mazzola, S., Jiménez, S., Duque, V., Salmerón, F.
IPez: An expert system for the taxonomic identification of fishes based on machine learning techniques
Fisheries Research, 102, 3, 2010 | DOI

Article
Matías, J.M., Febrero-Bande, M., González-Manteiga, W., Reboredo, J.C.
Boosting GARCH and neural networks for the prediction of heteroskedastic time series
Mathematical and Computer Modelling, 51, 3-4, 2010 | DOI

Article
Löpez, M., Martínez, J., Matías, J.M., Taboada, J., Vilán, J.A.
Shape functional optimization with restrictions boosted with machine learning techniques
Journal of Computational and Applied Mathematics, 234, 8, 2010 | DOI

Article
López, M., Martínez, J., Matías, J.M., Taboada, J., Vilán, J.A.
Functional classification of ornamental stone using machine learning techniques
Journal of Computational and Applied Mathematics, 234, 4, 2010 | DOI

Article
López, M., Martínez, J., Matías, J.M., Vilán, J.A., Taboada, J.
Application of a hybrid 3D-2D laser scanning system to the characterization of slate slabs
Sensors, 10, 6, 2010 | DOI

Article
Matías, J.M., Taboada, J., Ordóñez, C., González-Manteiga, W.
Partially linear support vector machines applied to the prediction of mine slope movements
Mathematical and Computer Modelling, 51, 03/04/2021 0:00, 2010 | DOI

Article
Ordoñez, C., Martínez, J., Matías, J.M., Reyes, A.N., Rodríguez-Pérez, J.R.,
Functional statistical techniques applied to vine leaf water content determination
Mathematical and Computer Modelling, 52, 7-8, 2010 | DOI

Article
Ordóñez, C., Matías, J.M., de Cos Juez, J.F., García, P.J.
Machine learning techniques applied to the determination of osteoporosis incidence in post-menopausal women
Mathematical and Computer Modelling, 50, 5-6, 2009 | DOI

Article
Garcia Nieto, P.J., Vilan, J.A.V., Coz Diaz, J.J.D., Matias, J.M.
Analysis and study of an automobile rear seat by fem
International Journal of Computer Mathematics, 86, 4, 2009 | DOI

Article
Vega, F.A., Matías, J.M., Andrade, M.L., Reigosa, M.J., Covelo, E.F.,
Classification and regression trees (CARTs) for modelling the sorption and retention of heavy metals by soil
Journal of Hazardous Materials, 167, 1-3, 2009 | DOI

Conference Paper
Rivas, T., Matías, J.M., Taboada, J., Ordóñez, C.
Functional ANOVA used to detect colour changes in granite following water-repellent treatment
AIP Conference Proceedings, 1148 2, , 2009 | DOI

Conference Paper
Rivas, T., Matías, J.M., Taboada, J., Ordóñez, C.
Kaolin quality prediction from samples: A Bayesian network approach
AIP Conference Proceedings, 1148 2, , 2009 | DOI

Conference Paper
Rivas, T., Taboada, J., Ordóñez, C., Matías, J.M.
Analysis of variance with functional data to detect color changes in granite
IJCCI 2009 – International Joint Conference on Computational Intelligence, Proceedings, , , 2009 | DOI

Article
Bayón, L., Suárez, P., Matías, J.M., Taboada, J.
Influence of forecasting electricity prices in the optimization of complex hydrothermal systems
Journal of Computational and Applied Mathematics, 232, 2, 2009 | DOI

Conference Paper
Matías, J.M., Ordóñez, C., Taboada, J., Rivas, T.
Functional support vector machines and generalized linear models for glacier geomorphology analysis
International Journal of Computer Mathematics, 86, 2, 2009 | DOI

Article
Martín, J.E., Rivas, T., Matías, J.M., Taboada, J., Argüelles, A.
A Bayesian network analysis of workplace accidents caused by falls from a height
Safety Science, 47, 2, 2009 | DOI

Conference Paper
Matiás, J.M., Febrero, M., González-Manteiga, W., Reboredo, J.C.
Gradient boosting GARCH and neural networks for time series prediction
Studies in Computational Intelligence, 126, , 2008 | DOI

Article
Covelo, E.F., Matías, J.M., Vega, F.A., Reigosa, M.J., Andrade, M.L.,
A tree regression analysis of factors determining the sorption and retention of heavy metals by soil
Geoderma, 147, 1-2, 2008 | DOI

Article
Bastante, F.G., Ordóñez, C., Taboada, J., Matías, J.M.
Comparison of indicator kriging, conditional indicator simulation and multiple-point statistics used to model slate deposits
Engineering Geology, 98, 01/02/2021 0:00, 2008 | DOI

Conference Paper
Matías, J.M., Rivas, T., Martín, J.E., Taboada, J.
A machine learning methodology for the analysis of workplace accidents
International Journal of Computer Mathematics, 85, 03/04/2021 0:00, 2008 | DOI

Conference Paper
Matías, J.M., Rivas, T., Ordóñez, C., Taboada, J.
Assessing the environmental impact of slate quarrying using Bayesian networks and GIS
AIP Conference Proceedings, 963, 2, 2007 | DOI

Conference Paper
Matías, J.M., Bayón, L., Suárez, P., Argüelles, A., Taboada, J.
Forecasting electricity prices in an optimization hydrothermal problem
AIP Conference Proceedings, 963, 2, 2007 | DOI

Conference Paper
López, M., Vilán, J.A., Matías, J.M., Taboada, J.
Quality control of wood-pulp chips using a 3D laser scanner and functional pattern recognition
IEEE International Symposium on Industrial Electronics, , , 2007 | DOI

Article
Rivas, T., Matías, J.M., Taboada, J., Argüelles, A.
Application of Bayesian networks to the evaluation of roofing slate quality
Engineering Geology, 94, 01/02/2021 0:00, 2007 | DOI

Article
Matías, J.M., Taboada, J., Ordóñez, C., Nieto, P.G.
Machine learning techniques applied to the determination of road suitability for the transportation of dangerous substances
Journal of Hazardous Materials, 147, 01/02/2021 0:00, 2007 | DOI

Article
Taboada, J., Matías, J.M., Ordóñez, C., García, P.J.
Creating a quality map of a slate deposit using support vector machines
Journal of Computational and Applied Mathematics, 204, 1, 2007 | DOI

Conference Paper
López, M., Matías, J.M., Vilán, J.A., Taboada, J.
Functional pattern recognition of 3D laser scanned images of wood-pulp chips
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 4477 LNCS, PART 1, 2007 | DOI

Article
Matías, J.M., González-Manteiga, W.
Regularized kriging as a generalization of simple, universal, and bayesian kriging
Stochastic Environmental Research and Risk Assessment, 20, 4, 2006 | DOI

Conference Paper
Matías, J.M., Rivas, T., Ordóñez, C., Taboada, J.
Assessing the environmental impact of slate quarrying using Bayesian networks and GIS
Proceedings of the 5th International Conference on Engineering Computational Technology, , , 2006 | DOI

Article
Taboada, J., Matías, J.M., Araújo, M., Ordóñez, C.
Assessing the viability of underground slate mining by combining an expert system with a GIS
Engineering Geology, 87, 01/02/2021 0:00, 2006 | DOI

Article
Matías, J.M., González-Manteiga, W., Taboada, J., Ordóñez, C.
Managing distribution changes in time series prediction
Journal of Computational and Applied Mathematics, 191, 2, 2006 | DOI

Conference Paper
Taboada, J., Matías, J.M., Saavedra, A., Ordóñez, C., Martínez-Alegría, R.
Neural network models for assessing road suitability for dangerous goods transport
Human and Ecological Risk Assessment, 12, 1, 2006 | DOI

Article
López, M., Vilán, J.A., Casqueiro, C., Matías, J.M.,
3D laser scanner: A new method for estimating the dimensions of wood pulp chips
Nordic Pulp and Paper Research Journal, 21, 3, 2006 | DOI

Article
Matías, J.M., González-Manteiga, W., Francisco-Fernández, M., Ordóñez, C.
Variography for model selection in local polynomial regression with spatial data
Journal of Mathematical Modelling and Algorithms, 4, 3, 2005 | DOI

Conference Paper
Matías, J.M.
Multi-output nonparametric regression
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 3808 LNCS, , 2005 | DOI

Conference Paper
Matiás, J.M.
Partially parametric SVM
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 3808 LNCS, , 2005 | DOI

Article
Ordóñez, C., Taboada, J., Bastante, F., Matías, J.M., Felicísimo, A.M.
Learning machines applied to potential forest distribution
Environmental Management, 35, 1, 2005 | DOI

Article
Matías, J.M., Vaamonde, A., Taboada, J., González-Manteiga, W.
Support vector machines and gradient boosting for graphical estimation of a slate deposit
Stochastic Environmental Research and Risk Assessment, 18, 5, 2004 | DOI

Article
Matías, J.M., Vaamonde, A., Taboada, J., González-Manteiga, W.
Comparison of kriging and neural networks with application to the exploitation of a slate mine
Mathematical Geology, 36, 4, 2004 | DOI

Article
Matías, J.M., González-Manteiga, W.
Regularized kriging: The support vectors method applied to kriging
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2714, , 2003 | DOI

Conference Paper
Garijo, F., Tous, J., Matias, J.M., Corley, S., Tesselaar, M.
Development of a Multi-Agent system for cooperative work with network negotiation capabilities
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 1437, , 1998 | DOI

19/10/2018 | Santiago Díaz Ruano
Análise da Influenza de Parámetros Meterolóxicos e Funcionais na Estimación da Potencia Eólica Mediante o Emprego de Técnicas de Machine Learning
Directores: José Antonio Carta, José María Matías
Cum Laude

28/02/2011 | Javier Martínez Torres
Clasificación de placas de pizarra mediante técnicas de visión artificial e machine learning
Directores: Javier Taboada Castro; Marcos López Lago; José María Matías
Cum Laude

14/06/2010 | María Araújo Fernández
Deseño dun índice de calidade de bloque de pizarra ornamental baseado en técnicas estatísticas e de machine learning
Directores: Javier Taboada Castro; José María Matías Fernández
Cum Laude