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NOVA LINCS Group: Multimodal Systems Research Topics: Artificial Neural Networks; Deep Learning; Data Visualization; Data Streams Mining; Generative Pretrained Models. Google Scholar: AePLSTMAAAAJ ORCID: 0000-0002-3019-3304 (English version): Nuno Cavalheiro Marques completed his PhD in Computer Science in December 1999 at Universidade Nova de Lisboa. His research has pioneered the application of artificial neural networks, particularly in innovating their usage for the automated processing of Portuguese text. He has published the results of his scientific research, demonstrating their application to real-world challenges across various domains: text (currently configuration of generative pretrained models), financial data, civil and software engineering, oceanography, and education. Presently, he is actively involved in research at NOVA LINCS in the field of Multimodal Systems and Artificial Intelligence, collaborating with the Portuguese National Laboratory for Civil Engineering (LNEC). The research work centers on applying Deep Learning neural methods to text and data mining, Ubiquitous data mining, data stream mining, and neuro-symbolic encoding in deep learning systems. He has successfully supervised 2 PhD students and +25 master's theses. (Portuguese version): Nuno Cavalheiro Marques, concluiu o Doutoramento em Informática em Dezembro 1999 pela Universidade Nova de Lisboa. O seu trabalho foi pioneiro ao aplicar redes neuronais artificiais para processamento automático do português. Publicou os resultados de sua pesquisa científica, incluindo sua aplicação a desafios do mundo real em várias áreas: texto (atualmente configuração de modelos generativos pré-treinados), dados financeiros, engenharia civil e de software, oceanografia e educação. Atualmente desenvolve a sua investigação no âmbito do NOVA LINCS em Sistemas Multimodais e Inteligência Artificial, colaborando com o Laboratório Nacional de Engenharia Civil (LNEC). O trabalho de investigação foca a aplicação de modelos neuronais estruturados a problemas de análise de dados e texto, nomeadamente com a análise e modelação de fluxos contínuos de informação e a codificação de conhecimento em Redes Neuronais. Participa regularmente no desenvolvimento de ferramentas no âmbito da investigação desenvolvida. Orientou com sucesso 2 doutoramentos e +25 teses de mestrado. Publica regularmente os resultados do seu trabalho de investigação em revistas e conferencias científicas relevantes. Selected Publications: 1. Marques, N. C., & Silva, B. (2023). Exploratory cluster analysis using self-organizing maps: Algorithms, methodologies, and framework. In Philosophy of Artificial Intelligence and Its Place in Society. IGI-Global. EISBN13: 9781668495933. 2. Cabaço, G., Oliveira, S., Alegre, A., Marcelino, J., Manso, J., & Marques, N. (2023). Analysis of Dam Natural Frequencies Using a Convolutional Neural Network. In Progress in Artificial Intelligence (EPIA-2023), Lecture Notes in Computer Science: Vol. 14115 LNAI. 3. Zeiser, F. A., da Costa, C. A., Zonta, T., Marques, N. M. C., Roehe, A. V., Moreno, M., & da Rosa Righi, R. (2020). Segmentation of Masses on Mammograms Using Data Augmentation and Deep Learning. Journal of Digital Imaging, 33(4). 4. Anjos, I., Eskenazi, M., Marques, N., Grilo, M., Guimarães, I., Magalhães, J., & Cavaco, S. (2020). Detection of voicing and place of articulation of fricatives with deep learning in a virtual speech and language therapy tutor. Proceedings INTERSPEECH, 2020-Oct. 5. Marques, N. C., Silva, B., & Santos, H. (2016). An interactive interface for multi-dimensional data stream analysis. Proceedings of the International Conference on Information Visualisation, 2016-Aug.
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Identification

Personal identification

Full name
Nuno Miguel Cavalheiro Marques

Citation names

  • Nuno Cavalheiro Marques

Author identifiers

Ciência ID
EA19-6C92-8928
ORCID iD
0000-0002-3019-3304
Google Scholar ID
AePLSTMAAAAJ

Telephones

Telephone
  • 212948536 (Professional)

Addresses

  • Quinta da Torre - Campus FCT/UNL. Departamento de Informática, Faculdade de Ciências e Tecnologia, 2829-516, Caparica, Almada, Portugal (Professional)

Websites

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Projects

Grant

Designation Funders
1995/04/01 - 1999/03/31 MÉTODOS ESTATÍSTICOS PARA A COERÊNCIA DE TEXTOS
PRAXIS XXI/BD/2909/94
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book chapter
  1. Nuno C. Marques; Bruno Silva. "Exploratory Cluster Analysis Using Self-Organizing Maps". In Algorithms, Methodologies, and Framework. IGI, 2023.
    Published • 10.4018/978-1-6684-9591-9.ch010
  2. Gama, J.; Moura-Pires, J.; Cardoso, M.; Marques, N.C.; Cavique, L.. "Lecture Notes in Artificial Intelligence: Introduction (Editorial)". In Progress in Artificial Intelligence, Portuguese Conference on Artificial Intelligence, EPIA, 287-288. Springer, 2005.
    Published • 10.1007/11595014_28
Conference paper
  1. João Palma; Nuno Marques; Ricardo Santos. "BI-Enabled Web Visualization of In-Place Inclinometer Data for Geotechnical Applications". 2024.
    Published • 10.1007/978-3-031-73503-5_15
  2. Figueiredo, Lourenço; Pinheiro, Paulo; Cavique, Luís; Marques, Nuno. "Large Language Model for Querying Databases in Portuguese". 2024.
    10.1007/978-3-031-73503-5_1
  3. Cabaço, Gonçalo; Oliveira, Sérgio; Alegre, André; Marcelino, João; Manso, João; Marques, Nuno. "Analysis of Dam Natural Frequencies Using a Convolutional Neural Network". Paper presented in Progress in Artificial Intelligence, 22nd Portuguese Conference on Artificial Intelligence, EPIA, 2023.
    Published • 10.1007/978-3-031-49008-8_18
  4. William Costa; Nuno C. Marques; Sofia Cavaco. Corresponding author: Nuno C. Marques. "Deploying a Speech Therapy Game Using a Deep Neural Network Sibilant Consonants Classifier". Paper presented in Progress in Artificial Intelligence, 20th Portuguese Conference on Artificial Intelligence, EPIA, 2021.
    Published • 10.1007/978-3-030-86230-5_47
  5. Nuno C. Marques; Miguel Carrega; Hugo Santos. Corresponding author: Nuno C. Marques. "Data Streams for Unsupervised Analysis of Company Data". Paper presented in Progress in Artificial Intelligence, 20th Portuguese Conference on Artificial Intelligence, EPIA, 2021.
    Published • 10.1007/978-3-030-86230-5_48
  6. Ivo Anjos; Maxine Eskenazi; Nuno Marques; Margarida Grilo; Isabel Guimarães; João Magalhães; Sofia Cavaco. "Detection of Voicing and Place of Articulation of Fricatives with Deep Learning in a Virtual Speech and Language Therapy Tutor". Paper presented in Annual Conference of the International Speech Communication Association, INTERSPEECH, 2020.
    Published • 10.21437/interspeech.2020-2821
  7. Anjos, Ivo; Marques, Nuno; Grilo, Margarida; Guimarães, Isabel; Magalhães, João; Cavaco, Sofia. "Sibilant Consonants Classification with Deep Neural Networks". Paper presented in Progress in Artificial Intelligence, 19th Portuguese Conference on Artificial Intelligence, EPIA, 2019.
    Published • 10.1007/978-3-030-30244-3_36
  8. Relvas, A.; Marques, N.C.; Monteiro, M.P.; Carneiro, G.. "An annotated repository for MATLAB code". Paper presented in International Conference on Software Engineering & Knowledge Engineering, SEKE, 2019.
    Published • 10.18293/SEKE2019-137
  9. Monteiro, M.P.; Marques, N.C.; Silva, B.; Palma, B.; Cardoso, J.. "Toward a token-based approach to concern detection in MATLAB sources". Paper presented in Progress in Artificial Intelligence, 18th Portuguese Conference on Artificial Intelligence, EPIA, 2017.
    Published • 10.1007/978-3-319-65340-2_47
  10. Marques, N.C.; Silva, B.; Santos, H.. "An interactive interface for multi-dimensional data stream analysis". Paper presented in 20th International Conference on Information Visualisation (IV), 2016.
    Published • 10.1109/IV.2016.72
  11. Santos, A.P.; Ramos, C.; Marques, N.. "Finding compositional rules for determining the semantic orientation of phrases". Paper presented in Computational Processing of the Portuguese Language, PROPOR, 2016.
    Published • 10.1007/978-3-319-41552-9_13
  12. Tiple, P.; Cavique, L.; Marques, N.C.. "Ramex-forum: Sequential patterns of prices in the petroleum production chain". Paper presented in Progress in Artificial Intelligence, 17th Portuguese Conference on Artificial Intelligence, EPIA, 2015.
    Published • 10.1007/978-3-319-23485-4_58
  13. Silva, Bruno; Marques, Nuno. "Ubiquitous self-organizing map: learning concept-drifting data streams". Paper presented in 2015 World Conference on Information Systems and Technologies (WorldCIST'15), 2015.
    Published • 10.1007/978-3-319-16486-1_70
  14. Cavique, L.; Marques, N.C.; Santos, J.M.A.. "An algorithm to condense social networks and identify brokers". Paper presented in IBERAMIA, 2014.
    Published • 10.1007/978-3-319-12027-0_27
  15. Silva, B.; Cavique, L.; Marques, N.. "Simulating price interactions by mining multivariate financial time series". Paper presented in International Conference on Ubiquitous Data Mining (UDM), 2013.
  16. Silva, B.; Marques, N.. "Ubiquitous self-organizing maps". Paper presented in International Conference on Ubiquitous Data Mining (UDM), 2013.
  17. António Paulo Santos, Paulo Bengala, Nuno C Marques. "Economic Activity Recognition". Paper presented in EPIA, 2013.
  18. Marques, Nuno; Cavique, Luis. "Sequential pattern mining of price interactions". Paper presented in EPIA, 2013.
  19. Silva, B.; Marques, N.; Panosso, G.. "Applying neural networks for concept drift detection in financial markets". Paper presented in Workshop on Ubiquitous Data Mining, UDM, In Conjunction with the 20th European Conference on Artificial Intelligence, ECAI 2012, 2012.
  20. Alves, Stefan; Bengala, Paulo; Petrucci, Joao; Marques, Nuno C. "Applying WebSOM for Building a Corporate Semantic Map". Paper presented in PROPOR, Computational Processing of the Portuguese Language 10th International Conference, 2012.
  21. Silva, B.; Marques, N.. "Neural network-based framework for data stream mining". Paper presented in ECAI, 2012.
    10.3233/978-1-61499-096-3-294
  22. Santos, A.P.; Oliveira, H.G.; Ramos, C.; Marques, N.C.. "The role of language registers in polarity propagation". Paper presented in PROPOR, 2012.
    10.1007/978-3-642-28885-2_27
  23. Santos, A.P.; Oliveira, H.G.; Ramos, C.; Marques, N.C.. "A bootstrapping algorithm for learning the polarity of words". Paper presented in PROPOR 2012, Computational Processing of the Portuguese Language 10th International Conference, 2012.
    10.1007/978-3-642-28885-2_26
  24. Paulo-Santos, A.; Ramos, C.; Marques, N.C.. "Determining the polarity of words through a common online dictionary". Paper presented in PROPOR 2012, 2012.
    10.1007/978-3-642-24769-9_47
  25. Silva, B.; Marques, N.. "Feature clustering with self-organizing maps and an application to financial time-series for portfolio selection". Paper presented in IJCCI (ICFC-ICNC), 2010.
  26. Silva, Bruno; Marques, Nuno. "Ubiquitous data-mining with self-organizing maps". Paper presented in Workshop on Ubiquitous Data Mining, UDM, In Conjunction with the 19th European Conference on Artificial Intelligence, ECAI 2010, 2010.
  27. Marques, N.C.; Gomes, C.. "Implementing an intelligent moving average with a neural network". Paper presented in ECAI, 2010.
    10.3233/978-1-60750-606-5-1129
  28. The Anh, H.; Marques, N.C.. "Towards encoding background knowledge with temporal extent into neural networks". Paper presented in International Conference on Knowledge Science, Engineering and Management, KSEM, 2010.
    10.1007/978-3-642-15280-1_9
  29. Marques, N.C.; Gomes, C.. "Maximus-AI: Using elman neural networks for implementing a SLMR trading strategy". Paper presented in International Conference on Knowledge Science, Engineering and Management, KSEM, 2010.
    10.1007/978-3-642-15280-1_55
  30. Chen, N.; Marques, N.C.. "Extending learning vector quantization for classifying data with categorical values". Paper presented in International Conference on Agents and Artificial Intelligence (ICAART), 2009.
    10.1007/978-3-642-11819-7_10
  31. Chen, N.; Marques, N.C.. "A batch learning vector quantization algorithm for categorical data". Paper presented in International Conference on Agents and Artificial Intelligence (ICAART), 2009.
  32. Marques, Nuno C. "An extension of the core method for continuous values: Learning with probabilities". Paper presented in EPIA, 2009.
  33. Bader, S.; Hölldobler, S.; Marques, N.C.. "Guiding backprop by inserting rules". Paper presented in NeSy Workshop In Conjunction with the 18th European Conference on Artificial Intelligence, ECAI, 2008.
  34. Marques, Nuno C; Bader, Sebastian; Rocio, Vitor; Hölldobler, Steffen. "Neuro-symbolic word tagging". Paper presented in EPIA, 2007.
  35. Silva, Bruno; Marques, NC. "A hybrid parallel SOM algorithm for large maps in data-mining". Paper presented in EPIA, 2007.
  36. Valko, Michal; Marques, Nuno C; Castellani, Marco. "Evolutionary feature selection for spiking neural network pattern classifiers". Paper presented in EPIA, 2005.
  37. Castellani, Marco; Nuno Cavalheiro Marques. "Automatic detection of meddies through texture analysis of sea surface temperature maps". Paper presented in EPIA, 2005.
    10.1007/11595014_36
  38. Chen, N.; Marques, N.C.. "An extension of self-organizing maps to categorical data". Paper presented in EPIA, 2005.
    10.1007/11595014_31
  39. Yang, Y.; Marques, N.C.. "User group profile modeling based on user transactional data for personalized systems". Paper presented in EPIA, 2005.
  40. Marques, N.C.; Goncalves, S.. "Applying a part-of-speech tagger to postal address detection on the web". Paper presented in LREC, 2004.
  41. Chen, Ning; Marques, Nuno MC; Bolloju, Narasimha. "A Web Service-based approach for data mining in distributed environments". 2003.
  42. Marques, N.C.; Chen, N.. "Border detection on remote sensing satellite data using self-organizing maps". Paper presented in EPIA, 2003.
  43. Marques, N.C.; Braud, A.. "Mining generalized character n-grams in large corpora". Paper presented in EPIA, 2003.
  44. Marques, N.C.; Lopes, G.P.. "Tagging with small training corpora". Paper presented in EPIA, 2003.
    10.1007/3-540-44816-0_7
  45. Noncheva, Veska; Marques, N. "Agent s Belief: A Stochastic Approach". Paper presented in BNAIC, 2002.
  46. Marques, Nuno C; Lopes, Gabriel Pereira. "Neural networks, part-of-speech tagging and lexicons". Paper presented in Procs of Intl Conf on Intelligent Data Analysis (IDA), 2001.
  47. Marques, Nuno C; Lopes, Gabriel Pereira; Coelho, Carlos A. "Mining subcategorization information by using multiple feature loglinear models". Paper presented in CLIN, 1999.
  48. Marques, N.M.; Lopes, G.P.; Coelho, C.A.. "Using loglinear clustering for subcategorization identification". Paper presented in Principles of Data Mining and Knowledge Discovery, PKDD '98, 1998.
  49. Miguel Marques, N.; Pereira Lopes, G.; Agra Coelho, C.. "Learning verbal transitivity using loglinear models". Paper presented in European Conference on Machine Learning - ECML, 1998.
  50. Nuno Cavalheiro Marques; Gabriel Lopes. "Neural Network Approach to Part-of-Speech Tagging". Paper presented in Second Workshop on Spoken and Written Portuguese Language Processing Curitiba, Brazil, October 21-22, 1996, Curitiba, 1996.
  51. Marques, Nuno C; Lopes, Gabriel Pereira. "Using neural nets for portuguese part-of-speech tagging". Paper presented in International Conference on Cognitive Science and Natural Language Processing (CSNLP), 1996.
  52. Marques, Nuno C; Lopes, Gabriel Pereira. "A neural network approach to part-of-speech tagging". Paper presented in PROPOR, 1996.
  53. Villavicencio, A.; Marques, N.M.C.; P Lopes, J.G.; Villavicencio, F.. "Part-of-speech tagging for portuguese texts". Paper presented in SBIA, 1995.
    10.1007/BFb0034825
  54. Lopes, José Gabriel Pereira; Marques, Nuno. "Reconhecimento de Neologismos". Paper presented in IBERAMIA, 1994.
  55. Lopes, José Gabriel; Marques, Nuno Cavalheiro; Rocio, VJ. "Polaris: POrtuguese lexicon acquisition and retrieval interactive system". Paper presented in The Practical Applications of Prolog, 1994.
Journal article
  1. Ramos, Catarina A.; Marques, Nuno C.; Faias, Marta; Santos, Hugo. "Tailor-made strategies through different weight simulation of factor-based investing". Annals of Finance (2024): https://doi.org/10.1007/s10436-024-00456-3.
    10.1007/s10436-024-00456-3
  2. Felipe André Zeiser; Cristiano André da Costa; Adriana Vial Roehe; Rodrigo da Rosa Righi; Nuno Miguel Cavalheiro Marques. "Breast cancer intelligent analysis of histopathological data: A systematic review". Applied Soft Computing 113 (2021): 107886-107886. https://doi.org/10.1016/j.asoc.2021.107886.
    Published • 10.1016/j.asoc.2021.107886
  3. Anjos, Ivo; Marques, Nuno; Grilo, Margarida; Guimarães, Isabel; Magalhães, João; Cavaco, Sofia. "Sibilant consonants classification comparison with multi- and single-class neural networks". Expert Systems 37 6 (2020): http://dx.doi.org/10.1111/exsy.12620.
    Published • 10.1111/exsy.12620
  4. Cavalheiro Marques, N.; Monteiro, M.; Silva, B.. "Analysis of a token density metric for concern detection in Matlab sources using UbiSOM". Expert Systems 35 4 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85051721026&partnerID=MN8TOARS.
    Published • 10.1111/exsy.12306
  5. Cavique, L.; Marques, N.C.; Gonçalves, A.. "A data reduction approach using hypergraphs to visualize communities and brokers in social networks". Social Network Analysis and Mining 8 1 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85053900575&partnerID=MN8TOARS.
    Published • 10.1007/s13278-018-0538-6
  6. Tiple, P.; Cavique, L.; Cavalheiro Marques, N.. "Ramex-Forum: a tool for displaying and analysing complex sequential patterns of financial products". Expert Systems 34 1 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-84996538391&partnerID=MN8TOARS.
    Published • 10.1111/exsy.12174
  7. Silva, B.; Marques, N.C.. "The ubiquitous self-organizing map for non-stationary data streams". Journal of Big Data 2 1 (2015): http://www.scopus.com/inward/record.url?eid=2-s2.0-85013958514&partnerID=MN8TOARS.
    Published • 10.1186/s40537-015-0033-0
  8. Santos, A.P.; Ramos, C.; Marques, N.C.. "Sentiment classification of portuguese news headlines". International Journal of Software Engineering and its Applications 9 9 (2015): 9-18. http://www.scopus.com/inward/record.url?eid=2-s2.0-84946911391&partnerID=MN8TOARS.
    Published • 10.14257/ijseia.2015.9.9.02
  9. Matos, Diogo; Marques, Nuno C.; Cardoso, Margarida G. M. S.. "Stock market series analysis using self-organizing maps". Revista de Ciências da Computação 9 9 (2015): http://hdl.handle.net/10400.2/3873.
  10. Marques, Nuno; Ildefonso, Tiago. "Notas Leitura: Federico Pistono, Robots will steal your job, but that s ok: how to survive the economic collapse and be happy". Revista de Ciências da Computação 8 8 (2014): https://journals.uab.pt/index.php/rcc/article/view/97.
  11. Castellani, Marco; Marques, Nuno C. "FeaSANNT An Embedded evolutionary feature selection approach for neural network classifiers". VIMation Journal: Knowledge, Service & Production: IT as an Enabler 1 (2008): 46-53.
  12. Marques, N.C.; Azevedo, F.; Morgado, C.; Custódio, J.F.. "Using octave to introduce programming to technical science students". ACM SIGCSE Bulletin 37 3 (2005): 198-202. https://doi.org/10.1145/1151954.1067500.
    Published • 10.1145/1067445.1067500
  13. Noncheva, Veska; Marques, Nuno. "Knowledge Presentation and Reasoning with Loglinear Models". International Journal ITA 10 2 (2003): http://sci-gems.math.bas.bg/jspui/handle/10525/930.
  14. Marques, Nuno Miguel Cavalheiro; Pereira Lopes, Jose Gabriel. "A POS-tagger generator for unknown languages". Procesamiento del lenguaje natural 27 (1999): 199-206.
Thesis / Dissertation
  1. "Uma Metodologia para a Modelação Estatística da Subcategorização Verbal". PhD, Universidade Nova de Lisboa, 1999.

Other

Software
  1. Nuno C. Marques; Bruno Silva. "Exploratory Cluster Analysis using Self-Organizing Maps". 2023.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2023/02 Ensino Superior: o que fazer depois do ChatGPT? (In Portuguese) - https://youtu.be/kb9SEW1-1Sw?feature=shared
IP Beja
2018 Advanced Data Exploration and Visualization with Ubiquitous Self-Organizing Maps and Deep Neural Networks
Essex University (United Kingdom)
2017 MultiSOM usage of Parallel Coordinates and Data Streams
EURECAT (Barcelona, Spain)
2012 Studying Stock Market Events: Non-normality and Application of a Multi-Rule Neural Network
UFRGS (Porto Alegre, Brazil)
2011 Neural Networks - Guiding the Back Propagation Algorithm
ISEGI, Universidade Nova (Lisboa, Portugal)
2008 Neuro-Symbolic Methods for NLP Disambiguation and POS-Tagging
TU Dresden (Dresden, Germany)
2006 Tagged Text Mining
LIACC, Universidade do Porto (Porto, Portugal)
2001/11 Etiquetagem Morfossintática com Redes Neuronais e Ferramentas UNIX para Tratamento de Texto (In Portuguese)
PUCRS - Pontifícia Universidade Católica do Rio Grande do Sul (Porto Alegre, Brazil)
1997 Etiquetagem Morfossintática com Redes Neuronais (In Portuguese)
ILTEC (Lisboa, Portugal)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2023/01/01 - Current Water Quality Analysis in Dams
Supervisor of Oraib AlMegdadi
Universidade Nova de Lisboa, Portugal
2017/01/01 - Current Financial Data Mining
Supervisor of Hugo Santos
Universidade Nova de Lisboa, Portugal
2024/03/01 - 2024/12/31 Deteção Automática de Fendas em Pavimentos Rodoviários
Supervisor
Universidade Nova de Lisboa Laboratório para a Ciência da Computação e Informática, Portugal
2022 - 2022 Sistema Inteligente de Apoio ao Jogador de Poker
Supervisor of Luis Filipe Rosa Dias
 Análise e Engenharia de Big Data (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2022 - 2022 LowRISK - Análise de uma Plataforma Low-Code para o desenvolvimento de um Robo-Advisor
Supervisor of Rui Filipe Cristino dos Santos
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2022 - 2022 Automatização de Software Open Source (WEBODM) para Modelação e Mapeamento de Barragens com Drones
Supervisor of Octávio Nuno Jardim Freire
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2022 - 2022 ANICE : An Artificial Neuro-Linguistic Interactive Computer Enitity
Supervisor of Débora Cristina Amaral Teixeira
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2022 - 2022 Vibration Analysis of Dams using a Convolutional Neural Network
Supervisor of Gonçalo Filipe Berardo Cabaço
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2022 - 2022 Deteção de impacto de embarcações na atracação a um porto
Supervisor of Rúben Filipe Jacinto dos Santos
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2021 - 2021 Análise Semi-Automática da Parametrização do Modelo de Mapas Auto-Organizados Ubíquos com Recurso a Paralelismo
Supervisor of Ricardo João Duarte Pinheiro
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2021 - 2021 Analysis of Fundamental Investment Indicators using Self-Organizing Maps
Supervisor of Miguel Alves Carrega
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2021 - 2021 Deploying a Speech Therapy Game using a Deep Neural Network Sibilant Consonant Classifier
Supervisor of William de Barros da Costa
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2021 - 2021 Análise Comparativa de Investimentos com Utilização de Métodos Algorítmicos e Indicadores Técnicos e Fundamentais
Co-supervisor of Filipe Miguel da Cunha Semanas
 Matemática e Aplicações (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2010/01/01 - 2016/01/01 Exploratory Cluster Analysis from Ubiquitous Data Streams using Self-Organizing Maps
Supervisor of Buno Silva
Universidade Nova de Lisboa, Portugal
2014 - 2014 State Detection in a Financial Portfolio
Supervisor of Diogo Manuel Pires de Matos
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2014 - 2014 Tool for Discovering Sequential Patterns in Financial Markets
Supervisor of Pedro Santos Tiple
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2013 - 2013 Towards improving WEBSOM with Multi-Word Expressions
Supervisor of Stefan Eduard Raposo Alves
 Engenharia Informática (Master)
Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia, Portugal
1999 - 2012 Advisor / co-advisor of several final graduation thesis / masters thesis: 11 reports for the 5-year course (pre-Bologna) and Master's thesis: 3 theses pre-Bologna (eg Bruno Silva's Master's)
Supervisor
 Engenharia Informática (Master)
Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia, Portugal
2002 - 2008 Uma Linguagem Computacional de Reescrita de Expressões Matemáticas por Via Axiomática
Co-supervisor of Jaime Augusto Alves Remédios
 Informática (PhD)
Universidade Aberta, Portugal

Conference scientific committee

Conference name Conference host
2005 - Current Reviewer in several Journals, namely Neurocomputing (Elsevier), ISSN: 0925-2312 (2010-2015); PROPOR: The International Conference on Computational Processing of Portuguese (2012, 2015, 2017, 2019) and EPIA- Knowledge Discovery and Business Intelligence track (KDBI) since 2005.