???global.info.a_carregar???
Bruno Miguel Nunes da Silva. Completed Doctoral Program in Computer Science from Universidade Nova de Lisboa in 2016. Currently serving as an Adjunct Professor at Instituto Politécnico de Setúbal. --- Besides teaching, I am a researcher and data scientist with a profound interest in artificial intelligence (AI), machine learning, and data mining. Over the past years, my work has been primarily focused on developing innovative methodologies and frameworks to tackle complex challenges in various domains. --- My scientific journey during this period has been characterized by a series of impactful contributions to the field. Notably, I have explored the applications of self-organizing maps (SOMs) in dynamic and non-stationary environments. My research on ubiquitous self-organizing maps for non-stationary data streams, published in the Journal of Big Data in 2015, garnered attention for its novel approach in handling evolving data landscapes. --- I have contributed as a reviewer for esteemed journals and conferences, ensuring the quality and rigor of scientific publications in the field. Additionally, I have collaborated on book chapters, sharing insights and methodologies with a broader audience. --- Looking ahead, I am enthusiastic about continuing my exploration of AI and machine learning, pushing the boundaries of innovation, and contributing to the advancement of knowledge in the field. I remain committed to interdisciplinary collaboration, seeking opportunities to apply cutting-edge techniques to real-world problems and make meaningful contributions to society. --- CIÊNCIAVITAE: https://www.cienciavitae.pt/portal/FB1E-5676-5A51 --- ORCID: https://orcid.org/0000-0001-7873-2111 --- GITHUB: https://github.com/brunomnsilva
Read full resume ↓
Identification

Personal identification

Full name
Bruno Miguel Nunes da Silva

Citation names

  • Silva, Bruno

Author identifiers

Ciência ID
FB1E-5676-5A51
ORCID iD
0000-0001-7873-2111

Addresses

  • Instituto Politécnico de Setúbal, Escola Superior de Tecnologia de Setúbal, Departamento de Sistemas e Informática. Campus do IPS - Estefanilha, 2910-761, Setúbal, Portugal (Professional)

Websites

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

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)
Spanish; Castilian Advanced (C1) Intermediate (B1) Intermediate (B1) Advanced (C1)
French Intermediate (B1) Advanced (C1) Intermediate (B1) Advanced (C1)
Education
Degree Classification
2016/12/18
Concluded
 Informática (Doutoramento)
Major in Inteligência Artificial
Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia, Portugal
"Exploratory Cluster Analysis from Ubiquitous Data Streams using Self-Organizing Maps" (THESIS/DISSERTATION)
 Aprovado por unanimidade
2006 - 2008
Concluded
 Mestrado em Engenharia Informática (Mestrado)
Universidade Nova de Lisboa, Portugal
"A Study of a Hybrid Parallel SOM Algorithm for Large Maps in Data Mining" (THESIS/DISSERTATION)
 Muito Bom
2000 - 2005
Concluded
 Engenharia Informática - Ramo Industrial (Licenciatura)
Instituto Politécnico de Setúbal, Portugal
 15
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2017/08/14 - Current Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Setúbal Escola Superior de Tecnologia de Setúbal, Portugal
2017/03/01 - 2017/08/13 Invited Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Setúbal Escola Superior de Tecnologia de Setúbal, Portugal
2006/02/18 - 2017/02/28 Invited Assistant (Polytechnic Teacher) Instituto Politécnico de Setúbal Escola Superior de Tecnologia de Setúbal, Portugal
2007/02 - 2016/05/01 Assistant (Polytechnic Teacher) Escola Naval, Portugal
Projects

Contract

Designation Funders
2019/01/01 - 2019/12/31 NOVA Laboratory for Computer Science and Informatics
UID/CEC/04516/2019
Universidade Nova de Lisboa Associação para a Inovação e Desenvolvimento da FCT, Portugal

Universidade Nova de Lisboa Laboratório para a Ciência da Computação e Informática, Portugal
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. 2023.
    10.4018/978-1-6684-9591-9.ch010
  2. Silva, Bruno; Nuno Marques. "Ubiquitous self-organizing map: Learning concept-drifting data streams". In New Contributions in Information Systems and Technologies. Advances in Intelligent Systems and Computing, 713-722. Cham: Springer International Publishing, 2015.
    Published • 10.1007/978-3-319-16486-1
Conference paper
  1. Marques, Nuno C.; Silva, Bruno; Santos, Hugo. "An Interactive Interface for Multi-dimensional Data Stream Analysis". Paper presented in 2016 20th International Conference Information Visualisation (IV), Lisbon, Portugal, 2016.
    Published • 10.1109/IV.2016.72
  2. Silva, Bruno; Nuno Marques. "Simulating Price Interactions by Mining Multivariate Financial Time Series". Paper presented in UDM Workdshop – IJCAI’13, International Joint Conference on Artificial Intelligence, Beijing, 2013.
    Published
  3. Silva, Bruno; Nuno Marques. "Ubiquitous Self-Organizing Maps". Paper presented in UDM Workdshop – IJCAI’13, International Joint Conference on Artificial Intelligence, Beijing, 2013.
    Published
  4. Silva, B.; Marques, N.. "Ubiquitous self-organizing maps". 2013.
  5. Silva, Bruno; Rui N. Madeira. "Helping Math Learning – Web-based Tool to Facilitate the Implementation of Assessment Tests". Paper presented in IEEE Global Engineering Education Conference (EDUCON 2012), Marrakesh, 2012.
    Published
  6. Silva, Bruno; Nuno Marques. "Neural Network-base Framework for Data Stream Mining". Paper presented in 20th biennial European Conference on Artificial Intelligence, Montpellier, 2012.
    Published
  7. Silva, Bruno; Nuno Marques; Gisele Panosso. "Applying Neural Networks for Concept Drift Detection in Financial Markets". Paper presented in Ubiquitous Data Mining (UDM) in conjunction with the 20th European Conference on Artificial Intelligence, Montpellier, 2012.
    Published
  8. Madeira, R.N.; Silva, B.; Palma, J.. "Helping math learning". 2012.
    10.1109/EDUCON.2012.6201176
  9. Silva, B.; Marques, N.; Panosso, G.. "Applying neural networks for concept drift detection in financial markets". 2012.
  10. Silva, Bruno; Nuno Marques. "Clustering Stock-Market Values with a Self-Organizing Feature Map". Paper presented in 15th Portuguese Conference on Artificial Intelligence, Lisbon, 2011.
    Published
  11. Silva, Bruno; Nuno Marques. "Feature Clustering with Self-Organizing Maps and an Application to Financial Time-Series". Paper presented in ICNC 2010 – International Conference on Neural Computation, Valencia, 2010.
    Published
  12. Silva, Bruno; Nuno Marques. "Ubiquitous Data-Mining with Self-Organizing Maps". Paper presented in Ubiquitous Data Mining Workshop - European Conference on Artificial Intelligence, Lisbon, 2010.
    Published
  13. Silva, Bruno; Rui N. Madeira. "A Study and Proposal of a Collaborative and Competitive Learning Methodology". Paper presented in 1st IEEE Engineering Education Conference (EDUCON), Madrid, 2010.
    Published
  14. Silva, Bruno; Rui N. Madeira; Cédric Grueau. "A methodology and framework proposal for competitive learning in programming courses". Paper presented in V International Conference on Multimedia and ICT in Education, Lisboa, 2009.
    Published
  15. Silva, Bruno; Nuno Marques. "A Hybrid Parallel SOM Algorithm for Large Maps in Data Mining". Paper presented in 13th Portuguese Conference on Artificial Intelligence (EPIA'07), Guimarães, 2007.
    Published
  16. Silva, Bruno; Rui N. Madeira. "Architecture and Technology for a Blended Multimedia System for Mathematics Learning". Paper presented in International Technology, Education and Development Conference (INTED 2007), Valencia, 2007.
    Published
  17. Silva, Bruno; Hugo Gamboa; João Ventura. "Aplicação para Biofeedback em Fisioterapia". Paper presented in 2º Encontro Nacional de Biomecânica, Évora, 2007.
    Published
  18. Silva, Bruno; Hugo Gamboa; Joaquim Filipe. "Modelling a Market Using Software Agents - Pedagogical Experience in a Distributed Artificial Course". Paper presented in International Conference on Multimedia and Information & Communication Technologies in Education, Seville, 2006.
    Published
Journal article
  1. Cavalheiro Marques, Nuno; Monteiro, Miguel; Silva, Bruno. "Analysis of a token density metric for concern detection in Matlab sources using UbiSOM". Expert Systems 35 4 (2018): e12306. http://dx.doi.org/10.1111/exsy.12306.
    10.1111/exsy.12306
  2. Silva, Bruno; Marques, Nuno Cavalheiro. "The ubiquitous self-organizing map for non-stationary data streams". Journal of Big Data 2 27 (2015): 1-22.
    Published • 10.1186/s40537-015-0033-0