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Fátima Rodrigues is currently a Coordinator Professor at ISEP, Institute of Polytechnic of Porto, where she teaches both undergraduate and graduate courses in Computer Science. She received her Ph.D. in Data Science from the School of Engineering at the University of Minho. She is a researcher at INESC-TEC, with main skills and expertise in business analytics, data science, decision support systems, and machine learning. She has participated in over 15 R&D projects, supervised 4 PhD theses in the area of Intelligent Data Analysis, and has authored over 35 publications in peer-reviewed international journals, book chapters and conference proceedings.. Additionally, she has served as an expert/reviewer of several ISI JCR journals and is a programme committee member for various international conferences and workshops.
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Identification

Personal identification

Full name
Maria de Fátima Coutinho Rodrigues

Author identifiers

Ciência ID
D316-7792-ACD8

Email addresses

  • mfc@isep.ipp.pt (Professional)
  • fatima.rodrigues@inesctec.pt (Professional)

Telephones

Fax
  • (351) 228321159 Ext.: 1372 (Professional)
Telephone
  • (351) 228340500 Ext.: 1372 (Professional)

Addresses

  • Instituto Superior de Engenharia do Porto - Politécnico do Porto (ISEP/IPP) Rua Dr. António Bernardino de Almeida, 431, 4200-072, Porto, Porto, Portugal (Professional)

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics
Education
Degree Classification
1997 - 2000/12
Concluded
 Tecnologia da Programação (Doutoramento)
Major in Ciência de Dados
Universidade do Minho, Portugal
"Arquitectura Heterogénea para Extracção de Conhecimento a partir dos Dados" (THESIS/DISSERTATION)
 Muito Bom
1994 - 1996
Concluded
 Engenharia Electrotécnica e de Computadores (Mestrado)
Universidade do Porto, Portugal
"Custeio Baseado em Actividades e Análise Usando um Sistema Executivo de Informação (ABC/EIS), Aplicação a uma Empresa do Sector Electrotécnico" (THESIS/DISSERTATION)
 16
1984 - 1989
Concluded
 Engenharia de Sistemas e Informática (Licenciatura)
Universidade do Minho, Portugal
"Sistema de Arquivo Electrónico de Documentos em Discos Ópticos" (THESIS/DISSERTATION)
 14
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2002/06 - Current Teacher Coordinator (Polytechnic Teacher) Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
1998/07 - 2002/06 Adjunct Teacher (Polytechnic Teacher) Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
1993/12 - 1998/07 Assistant (Polytechnic Teacher) Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal

Other Careers

Category
Host institution 		Employer
1989 - 1993/12 Especialista de Informática Grau 3 Nível 2 (Especialista de informática) SONAE, Portugal
SONAE, Portugal
Projects

Contract

Designation Funders
2023/01/01 - 2024/07/31 Enhancing Phygital Marketing through Multimodal Artificial Intelligence
2022.01303.PTDC
Researcher
Ongoing
2020/11 - 2023/07 Mental Wellbeing Management and Productivity Boosting in the Workplace (Mad@Work)
POCI-01-0247-FEDER-046168
Principal investigator
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
 Sistema de Incentivos à Investigação e Desenvolvimento Tecnológico (SI I&DT)
Concluded
2020/11/01 - 2023/06/30 Smart medical technologies for better health and care (SMART-HEALTH-4-ALL)
POCI-01-0247-FEDER-046115
Researcher
Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
Concluded
2017/08/10 - 2019/08/09 Personalized cranial intelligent orthosis for deformational plagiocephaly
SAICT-POL/24300/2016
Researcher
Instituto Politécnico do Cávado e do Ave, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Centitvc Centro de Nanotecnologia e Materiais Técnicos Funcionais e Inteligentes, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2015/05/01 - 2018/04/30 Cyber Physical System based Proactive Collaborative Maintenance
ECSEL/0004/2014
grant.Provided by PTCRIS: 147637
Provided by PTCRIS: 147637
Researcher
Instituto Politécnico do Porto Centro de Investigação em Sistemas Computacionais Embebidos e de Tempo-Real, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Universidade de Coimbra

Fundação para a Ciência e a Tecnologia
Concluded
2011/01/01 - 2013/12/31 Projecto Estratégico - UI 760 - 2011-2012
PEst-OE/EEI/UI0760/2011
Researcher
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/01/01 - 2013/02/28 Acumulação de Evidências em Aprendizagem não Supervisionada e Semi-supervisionada: Métodos de Conjunto
PTDC/EIA-CCO/103230/2008
Researcher
Instituto de Telecomunicações Lisboa, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2007 - 2010 Computational Approach to Ontology Profiling of Scientific Research Organisations (COPSRO)
PTDC/EIA/69988/2006
Researcher
Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
Concluded
2005 - 2008 Ensemble Methods for Unsupervised and Semi-Supervised Learning (EMSSUL)
POSI/EEA-SRI/61924/2004
Researcher
Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
Concluded
2002/05 - 2005/12 Power Systems Consumer Profiles and Contract Strategies Supported by Data Mining (DaMiCE)
POCTI/ESSE/39744/2001
Principal investigator
Instituto Superior de Engenharia do Porto (ISEP/IPP), Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book chapter
  1. Rodrigues, Fátima; Marchetti, Jacqueline. "A Deep Learning Approach to Monitoring Workers’ Stress at Office". In Innovations in Bio-Inspired Computing and Applications, 734-743. Springer Nature Switzerland, 2023.
    Published • 10.1007/978-3-031-27499-2_68
  2. Rodrigues, Fátima; Oliveira, Tiago. "A Data Mining Framework for Response Modelling in Direct Marketing". In Advances in Intelligent Systems and Computing, 357-366. Springer International Publishing, 2021.
    10.1007/978-3-030-71187-0_33
  3. Pinto, Tiago; Vale, Zita; Rodrigues, Fátima; Morais, Hugo; Praça, Isabel. "Strategic Bidding Methodology for Electricity Markets Using Adaptive Learning". In Modern Approaches in Applied Intelligence, 490-500. Springer Berlin Heidelberg, 2011.
    10.1007/978-3-642-21827-9_50
  4. Pinto, Tiago; Vale, Zita; Rodrigues, Fátima; Morais, Hugo; Praça, Isabel. "Bid Definition Method for Electricity Markets Based on an Adaptive Multiagent System". In Advances on Practical Applications of Agents and Multiagent Systems, 309-316. Springer Berlin Heidelberg, 2011.
    Published • 10.1007/978-3-642-19875-5_39
  5. Rodrigues, Fátima; Figueiredo, Vera; Vale, Zita. "An integrated system to support electricity tariff contract definition". In Data Mining for Business Applications, 99-109. IOS Press, 2010.
    Published
Conference paper
  1. Ferreira, Simão; Rodrigues, Fátima ; Kallio J.; Coelho F.; Kyllonen V.; Rocha N.; Rodrigues M.; Vildjiounaite E.. "Controlled to Chaotic: Disparities in Laboratory vs Real-World Stress Detection". Paper presented in 21st International Conference on Multimodal Data Analysis for Understanding of Human Behaviour, Emotions and their Reasons, Reykjavik, 2024.
    Published
  2. Inês César; Ivo Pereira; Rodrigues, Fátima ; Migueis, Vera L.; Susana Nicola; Ana Madureira. Corresponding author: Inês César. "Multimodal Learning Applications on Digital Marketing: A Review". Paper presented in 23th International Conference on Hybrid Intelligent Systems (HIS 2023), Porto, 2023.
    Published
  3. Sousa, Rita; Nogueira, Luis; Rodrigues, Fatima; Pinho, Luis Miguel. "Global Resource Management in the ELASTIC Architecture". Paper presented in 5th International Conference on Industrial Cyber-Physical Systems (ICPS), 2022.
    Published • 10.1109/icps51978.2022.9816988
  4. Rodrigues, Fátima. "Facial Expression Recognition System for Stress Detection with Deep Learning". Paper presented in 23rd International Conference on Enterprise Information Systems (ICEIS2021), 2021.
    Published
  5. Rodrigues, Fátima. "Deteção de fraude em pagamentos eletrónicos". Paper presented in 1.ª edição do Simpósio de Engenharia Informática (SEI, 2019.
    Published
  6. Rodrigues, Fátima. "A Venues Recommender System". Paper presented in Sessão Recommender Systems, Simpósio de Informática (Inforum 2019, 2019.
    Published
  7. Ferreira Pereira, Paulo Francisco; Rodrigues, Fatima; Ferreira, Carlos. "Code Generator from Mockups". Paper presented in 14th Iberian Conference on Information Systems and Technologies (CISTI'2019), 2019.
    Published • 10.23919/cisti.2019.8760681
  8. Pinto, Tiago; Vale, Zita; Rodrigues, Fatima; Praca, Isabel; Morais, Hugo. "Multiagent system for adaptive strategy formulation in electricity markets". Paris, 2011.
    Published • 10.1109/ia.2011.5953609
  9. Rodrigues, Fátima; Santos, António Paulo. "Multi-label Hierarchical Text Classification using the ACM Taxonomy". Paper presented in 4th portuguese conference on artificial intelligence (epia) (Vol. 5, No. 5, pp. 553-564). Berlin: Springer., Aveiro, 2009.
    Published
  10. Oliveira, Paulo; Rodrigues, Fátima; Henriques, Pedro. "SmartClean: An Incremental Data Cleaning Tool". Paper presented in Ninth International Conference on Quality Software, Jeju, 2009.
    Published • 10.1109/qsic.2009.67
  11. Duarte, Jorge; Fred, Ana; Rodrigues, Fátima; Duarte, João; Ramos, Sérgio; Vale, Zita. "Definition of MV Load Diagrams via Weighted Evidence Accumulation Clustering using Subsampling". Paper presented in 6th WSEAS International Conference on Signal Processing, Robotics and Automation, 2007.
    Published
  12. Amorim, Maria Norberta Simas Bettencourt; Santos, Maribel Yasmina; Ferreira, Antero; Rodrigues, Fátima; Henriques, Pedro Rangel. "Reconstituição de paróquias e formação de uma base de dados central". 2001.
Journal article
  1. Abreu, S.; Rodrigues, Fátima ; Pereira, J. . Corresponding author: Abreu, S.. "Clustering of renewable energy assets to optimize resource allocation and operational strategies". Journal of Intelligent Information Systems (2025): https://doi.org/10.1007/s10844-024-00914-4.
    Published
  2. César, Inês; Pereira, Ivo; Rodrigues, Fátima; Miguéis, Vera; Nicola, Susana; Madureira, Ana. "Exploring multimodal learning applications in marketing: A critical perspective". International Journal of Hybrid Intelligent Systems (2024): 1-18. http://dx.doi.org/10.3233/his-240018.
    10.3233/his-240018
  3. Vieira, Pedro Marques; Rodrigues, Fátima. "An automated approach for binary classification on imbalanced data". Knowledge and Information Systems 66 5 (2024): 2747-2767. http://dx.doi.org/10.1007/s10115-023-02046-7.
    Published • 10.1007/s10115-023-02046-7
  4. Rodrigues, Fátima; Pereira, João; Torres, Alexandra; Madureira, Ana. "Deep learning for predicting respiratory rate from physiological signals". Procedia Computer Science 237 (2024): 759-766. http://dx.doi.org/10.1016/j.procs.2024.05.163.
    Published • 10.1016/j.procs.2024.05.163
  5. César, Inês; Pereira, Ivo; Rodrigues, Fátima; Miguéis, Vera L.; Nicola, Susana; Madureira, Ana; Luís Reis, José; Santos, José Paulo Marques Dos; Oliveira, Daniel Alves de. "A Systematic Review on Responsible Multimodal Sentiment Analysis in Marketing Applications". IEEE Access 12 (2024): 111943-111961. http://dx.doi.org/10.1109/access.2024.3441514.
    Published • 10.1109/access.2024.3441514
  6. Rodrigues, Fátima; Correia, Hugo. "Semi-supervised and ensemble learning to predict work-related stress". Journal of Intelligent Information Systems (2023): http://dx.doi.org/10.1007/s10844-023-00806-z.
    10.1007/s10844-023-00806-z
  7. Rodrigues, Fátima; Pinto, Ângelo. "Prediction of football match results with Machine Learning". Procedia Computer Science 204 (2022): 463-470. http://dx.doi.org/10.1016/j.procs.2022.08.057.
    10.1016/j.procs.2022.08.057
  8. Rocha, Carlos Narciso; Rodrigues, Fátima. "Forecasting emergency department admissions". Intelligent Data Analysis 25 6 (2021): 1579-1601. http://dx.doi.org/10.3233/ida-205390.
    Published • 10.3233/ida-205390
  9. Rodrigues, Fátima; Trindade, Artur. "Load forecasting through functional clustering and ensemble learning". Knowledge and Information Systems 57 1 (2018): 229-244. http://dx.doi.org/10.1007/s10115-018-1169-y.
    Published • 10.1007/s10115-018-1169-y
  10. Rodrigues, Fátima; Oliveira, Paulo. "A system for formative assessment and monitoring of students' progress". Computers & Education 76 (2014): 30-41. http://dx.doi.org/10.1016/j.compedu.2014.03.001.
    Published • 10.1016/j.compedu.2014.03.001
  11. Sousa, Ricardo; Rodrigues, Fatima. "Mining association rules with rare and frequent items". International Journal of Knowledge Engineering and Data Mining 2 4 (2013): 237. http://dx.doi.org/10.1504/ijkedm.2013.059290.
    Published • 10.1504/ijkedm.2013.059290
  12. Pinto, T.; Morais, H.; Oliveira, P.; Vale, Z.; Praça, I.; Ramos, C.. "A new approach for multi-agent coalition formation and management in the scope of electricity markets". Energy 36 8 (2011): 5004-5015.
    Published • 10.1016/j.energy.2011.05.045
  13. Figueiredo, V.; Rodrigues, F.; Vale, Z.; Gouveia, J.B.. "An Electric Energy Consumer Characterization Framework Based on Data Mining Techniques". IEEE Transactions on Power Systems 20 2 (2005): 596-602. http://dx.doi.org/10.1109/tpwrs.2005.846234.
    Published • 10.1109/tpwrs.2005.846234