Teacher
Hugo Monteiro

Resume

Português: Hugo Alonso licenciou-se em Matemática Aplicada à Tecnologia pela Universidade do Porto, em 2002, e foi distinguido com um prémio por ter sido o melhor aluno na área. Obteve o grau de Ph.D. em Matemática Aplicada, em 2008, pela mesma universidade. Atualmente, é Professor Associado na Universidade Lusófona, Professor Auxiliar Convidado no Departamento de Matemática da Universidade de Aveiro e Investigador no Centro de Investigação e Desenvolvimento em Matemática e Aplicações da Universidade de Aveiro. Foi distinguido pela Universidade Lusófona com o prémio Top Teacher Award 2023. Os seus interesses ao nível da investigação incluem não só a estatística, a extração de conhecimento de dados e a aprendizagem computacional, áreas em que leciona, mas também a análise de sistemas dinâmicos, a identificação e o controlo. Tem mais de 40 publicações. Reviu vários artigos para conferências e revistas internacionais, tais como a IEEE Transactions on Automatic Control, a Multidimensional Systems and Signal Processing, a Neurocomputing e a Computer Methods and Programs in Biomedicine. ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- English: Hugo Alonso graduated in Mathematics Applied to Technology at the University of Porto, in 2002, and was distinguished with a prize for being the best graduating student in his area. He obtained his Ph.D. degree in Applied Mathematics, in 2008, from the same university. Currently, he is an Associate Professor at the Universidade Lusófona, an Invited Assistant Professor at the Department of Mathematics of the University of Aveiro and a Researcher at the Center for Research & Development in Mathematics and Applications of the University of Aveiro. He was distinguished by Universidade Lusófona with the Top Teacher Award 2023. His research interests include not only statistics, data mining and machine learning, areas in which he teaches, but also dynamical systems analysis, identification and control. He has more than 40 publications. He reviewed several papers for international conferences and journals, such as IEEE Transactions on Automatic Control, Multidimensional Systems and Signal Processing, Neurocomputing and Computer Methods and Programs in Biomedicine.

Graus

• Licenciatura
  Matemática Aplicada à Tecnologia
• Doutoramento
  Doutoramento em Matemática Aplicada

Publicações

Artigo em revista

• 2022, Predicting how much a consumer is willing to pay for a bottle of wine: a preliminary study, Procedia Computer Science
• 2021-09-11, Marketing Verde: Comparando o consumo de produtos ecológicos nas gerações X e Y, CBR - Consumer Behavior Review
• 2020-11-17, New developments in the forecasting of monthly overnight stays in the North Region of Portugal, Journal of Applied Statistics
• 2015, A 2D Hopfield Neural Network approach to mechanical beam damage detection, Multidimensional Systems and Signal Processing
• 2014, Corrigendum to "The unimodal model for the classification of ordinal data" [Neural Netw. 21, (2008) 78-79] DOI: 10.1016/j.neunet.2007.10.003., Neural Networks
• 2011, A weighted principal component analysis and its application to gene expression data, IEEE/ACM Transactions on Computational Biology and Bioinformatics
• 2010, A general stability test for switched positive systems based on a multidimensional system analysis, IEEE Transactions on Automatic Control
• 2009, Hopfield neural networks for on-line parameter estimation, Neural Networks
• 2008, The unimodal model for the classification of ordinal data, Neural Networks
• 2008, A novel contribution to TCI using a hybrid identification method, European Journal of Anaesthesiology
• 2008, A hybrid method for parameter estimation and its application to biomedical systems, Computer Methods and Programs in Biomedicine
• 2007, Efficacy of an interaction model to predict State Entropy during propofol/remifentanil anaesthesia, European Journal of Anaesthesiology

Tese / Dissertação

• 2008, Doutoramento, Neural and hybrid methods for estimation and classification

Livro

• 2013, Plano Municipal contra a Violencia Domestica do Municipio do Porto 2013-2015, Carvalho, C.; Magalhaes, C.; Alonso, Hugo; Melo, M.

Capítulo de livro

• 2022, A RELAÇÃO ENTRE A GREVE E A SINDICALIZAÇÃO: UM ESTUDO DE CASO SOBRE A PERCEÇÃO DOS PORTUGUESES, Atena Editora
• 2017, On the connection between the stability of multidimensional positive systems and the stability of switched positive systems, 471

Relatório

• 2005, Contributions to parameter estimation using neural networks
• 2002, Modelo para a simulacao educativa do barorreflexo fetal

Artigo em conferência

• Towards the control of depth of anaesthesia: Identification of patient variability, European Control Conference 2007 (ECC'07)
• The unimodal supervised classification model in a new look at parameter set estimation, 18th International Conference on Computational Statistics (COMPSTAT'08)
• Supervised and unsupervised selection of genes in microarray data, Workshop on Statistics in Genomics and Proteomics
• Situational pricing: the role of wine consumption occasion on price decision, 62nd International Scientific Conference on Economic and Social Development
• Predicting How Much a Consumer Is Willing to Pay for a Bottle of Wine: Dealing With Data Imbalance, 12th International Conference on Data Science, Technology and Applications - DATA
• Online damage detection in Euler-Bernoulli beams using the Extended Kalman Filter, 10th Portuguese Conference on Automatic Control (Controlo'2012)
• On-line damage detection using a dynamical neural network, 7th EUROMECH Solid Mechanics Conference (ESMC'09)
• On the use of neural networks for stock price forecasting, 62nd International Scientific Conference on Economic and Social Development
• O Aeroporto Francisco Sa Carneiro e a sua relacao com o turismo na regiao Norte de Portugal, 26th APDR Congress
• Contributions to parameter estimation using feedforward neural networks, 7th Portuguese Conference on Automatic Control (Controlo'06)
• Comparing the Extended Kalman Filter with an Hopfield Neural Network for on-line damage detection in Euler-Bernoulli beams, 1st International Conference of the International Journal of Structural Integrity (IJSI-2012)
• Comparing different identification approaches for the depth of anesthesia using BIS measurements, 16th IFAC Symposium on System Identification (SYSID 2012)
• Combining neural networks for online damage detection in Euler-Bernoulli beams, 4th International Conference on Integrity, Reliability and Failure (IRF'2013)
• An automatic system for on-line change detection with application to structural health monitoring, 35th Annual Conference of the IEEE Industrial Electronics Society (IECON'09)
• An adaptive approach to target controlled infusion, European Control Conference 2009 (ECC'09)
• A weighted principal component analysis and its application to microarray data, SIS 2009 Statistical Conference
• A simple model for the identification of drug effects, IEEE International Symposium on Intelligent Signal Processing (WISP'09)
• A new stability test for switched positive discrete-time systems based on a multidimensional system analysis, 9th Portuguese Conference on Automatic Control (Controlo'2010)
• A neural network approach to damage detection in Euler-Bernoulli beams subjected to external forces, 21st Mediterranean Conference on Control and Automation (MED'13)
• A contribution to the use of Hopfield neural networks for parameter estimation, European Control Conference 2007 (ECC'07)
• 2015, Predicting flight departure delay at porto airport: A preliminary study, 7th International Conference on Neural Computation Theory and Applications (NCTA 2015)
• 2013, A 2D neural network approach for beam damage detection
• 2008, A target control infusion method for neuromuscular blockade based on hybrid parameter estimation
• 2006, Multiple strategies for parameter estimation via a hybrid method: A comparative study
• 2005, A hybrid method for parameter estimation, IEEE International Symposium on Intelligent Signal Processing (WISP'05)

Resumo em conferência

• 2018-04, Predicting Flight Departure Delay at Porto Airport: a Comparative Study, XXV Jornadas de Classificacao e Analise de Dados (JOCLAD 2018)
• 2018-04, Novos desenvolvimentos na previsao das dormidas mensais na regiao Norte de Portugal, XXV Jornadas de Classificacao e Analise de Dados (JOCLAD 2018)
• 2017-04, Previsao das dormidas mensais na regiao Norte de Portugal em anos recentes: um estudo preliminar, XXIV Jornadas de Classificacao e Analise de Dados (JOCLAD 2017)
• 2013-09, Damage detection in Timoshenko beams using neural networks and non-linear vibration data, 11th Biennial International Conference on Vibration Problems (ICOVP-2013)
• 2005-04, Real-time parameter estimation of Wiener pharmacokinetics/pharmacodynamics models through numerical and neural techniques: a comparative study, Workshop on Advanced Modeling and Control in Anesthesia (AMCA'05)