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Pedro Henriques Abreu (PHA) is an Associate Professor at the Department of Informatics of the University of Coimbra in Portugal, full member of the Cognitive and Media Systems of CISUC, and currently the coordinator of the Master of Informatics Engineering. He is also one of the area editors of the Information Fusion journal and one of the editors of the Data Science and Analytics journal. His research interests include the development of Data Centric AI approaches specially related to missing and imbalance data and data fairness. He is the author of more than 100 refereed journal and conference papers in these areas, and his peer-reviewed publications have been nominated and awarded multiple times as best papers. His publications gathered over 2490 citations, an h-index of 25, and an i10-index of 47. He was the advisor of 3 PhD theses and 60 MSc theses. Currently, he is the advisor of 6 PhD theses and 8 MSc theses. Over the years, PHA was the member of the Programme Committee and Editorial Board of some of the leading conferences and journals in these fields and participated as a researcher in 8 international and international projects.
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Identification

Personal identification

Full name
PEDRO MANUEL HENRIQUES DA CUNHA ABREU

Citation names

  • Henriques Abreu, Pedro

Author identifiers

Ciência ID
721E-F301-CDA1
ORCID iD
0000-0002-9278-8194
Google Scholar ID
https://scholar.google.com/citations?user=nfIVXcMAAAAJ&hl=en

Email addresses

  • pha@dei.uc.pt (Professional)

Websites

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
English Intermediate (B1) Advanced (C1) Intermediate (B1) Intermediate (B1)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2006/09/01 - 2011/03/23
Concluded
 Programa Doutoral em Engenharia Informática (Doutoramento)
Major in Artificial Intelligence
Universidade do Porto Faculdade de Engenharia, Portugal
"Artificial Intelligence Methodologies Applied in the Analysis and Optimization of Soccer Team Performance" (THESIS/DISSERTATION)
 Aprovado
2001/09/03 - 2006/06/21
Concluded
 Licenciatura em Engenharia Informática e Computação (Licenciatura)
Universidade do Porto Faculdade de Engenharia, Portugal
"Licenciatura em Engenharia Informática" (THESIS/DISSERTATION)
Affiliation

Teaching in Higher Education

Category
Host institution 		Employer
2023/12 - Current Associate Professor (University Teacher) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/01 - 2023/11/30 Assistant Professor (University Teacher) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/09/01 - 2016/08/31 Invited Assistant Professor (University Teacher) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2010/09/03 - 2011/07/31 Invited Assistant (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal
2010/09/03 - 2011/07/31 Invited Assistant (University Teacher) Universidade Catolica Portuguesa Faculdade de Filosofia e Ciencias Sociais, Portugal
2010/09/03 - 2011/07/31 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Cávado e do Ave, Portugal
2006/09/03 - 2008/07/31 Invited Assistant (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal
2005/02/02 - 2005/07/31 Tutor (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal

Positions / Appointments

Category
Host institution 		Employer
2006/02/02 - 2006/06/21 Product Manager Modelo Continente Hipermercados SA, Portugal
Projects

Contract

Designation Funders
2012 - Current VisualYzARt - Ferramenta de programa visual para realidade aumentada e interfaces naturais de utilizador ubíqua
QREN 23201
Researcher
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
 QREN - Quadro de Referência Estratégica Nacional
Concluded
2008/01/01 - Current ACORD - Adaptative Coordination of Robotic Teams
info:eu-repo/grantAgreement/FCT/3599-PPCDT/70695/PT
Researcher
Universidade do Porto Faculdade de Engenharia, Portugal
 Universidade do Algarve Faculdade de Ciências e Tecnologia
Concluded
2016/03/01 - 2020/03/31 Estima - Early-stage cancer treatment, driven by context of molecular imaging
NORTE-01-0145-FEDER-000027
Principal investigator
Instituto Português de Oncologia do Porto Francisco Gentil Centro de Investigação, Portugal
 Administração Regional de Saúde do Norte IP
Concluded
2016/05/01 - 2019/05/01 Atena - Advanced Tools to assEss and mitigate the criticality of ict compoNents and their dependencies over critical infrAstructures
DS-3-2015 G.A. 700581
Researcher
EU Framework Programme for Research and Innovation Euratom
Concluded
2013/01/04 - 2015/06/30 iCIS - Intelligent Computing in the Internet of Services
CENTRO07-0224-FEDER- 002003
Researcher
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
 QREN - Quadro de Referência Estratégica Nacional
Concluded
2011/04/01 - 2014/03/31 SBIRC - Based Image Retrieval and Classi
PTDC/EIAEIA/ 115667/
Researcher
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
 Fundação para a Ciência e a Tecnologia
2011/01/01 - 2013/12/31 Projecto Estratégico - UI 27 - 2011-2012
PEst-OE/EEI/UI0027/2011
Universidade do Porto, Portugal

Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal
Fundação para a Ciência e a Tecnologia
Concluded

Other

Designation Funders
2023/01/01 - Current NextGenAI - Centre For Responsible AI
PRR
Researcher
Ongoing
2021 - 2023 Smart5Grid - Automated 5G Networks and Services for Smart Grids
P2020
Researcher
Ongoing
Outputs

Publications

Book
  1. Sara Montagna; Henriques Abreu, Pedro; Sylvain Giroux; Michael Ignaz Schumacher. Agents and Multi-Agent Systems for Health Care. Springer International Publishing. 2017.
    Published • 10.1007/978-3-319-70887-4
Book chapter
  1. Ana Rita Teixeira; Igor Rodrigues; Anabela Gomes; Pedro Abreu; Germán Rodríguez-Bermúdez. "Using Brain Computer Interaction to Evaluate Problem Solving Abilities". 74-83. Springer International Publishing, 2021.
    10.1007/978-3-030-78114-9_6
  2. Jaime Cardoso; Hien Van Nguyen; Nicholas Heller; Pedro Henriques Abreu; Ivana Isgum; Wilson Silva; Ricardo Cruz; et al. "Correction to: Interpretable and Annotation-Efficient Learning for Medical Image Computing". 2020.
    10.1007/978-3-030-61166-8_30
  3. "Assessing the Impact of Distance Functions on K-Nearest Neighbours Imputation of Biomedical Datasets". 486-496. Springer International Publishing, 2020.
    10.1007/978-3-030-59137-3_43
  4. Henriques Abreu, Pedro (721E-F301-CDA1); Costa, Israel; Castelão, Daniel; Reis, Luís Paulo; Garganta, Júlio. "Human vs. Robotic Soccer: How Far Are They? A Statistical Comparison". In RoboCup 2010: Robot Soccer World Cup XIV, 242-253. Springer Berlin Heidelberg, 2011.
    10.1007/978-3-642-20217-9_21
  5. Henriques Abreu, Pedro (721E-F301-CDA1); Vinhas, Vasco; Mendes, Pedro; Paulo, Luis; Gargant, Julio. "Real-Time Wireless Location and Tracking System with Motion Pattern Detection". In Robot Localization and Map Building. InTech, 2010.
    10.5772/9270
Conference abstract
  1. Cristo Santos, Joana; Henriques Abreu, Miguel; Seoane Santos, Miriam; Duarte, Hugo; Alpoim, Tiago; Sousa, Susana; Henriques Abreu, Pedro. "Bone scintigraphy and PET-CT: A necessary alliance for bone metastasis detection in breast cancer?". Paper presented in ASCO 2020, 2020.
    Published
Conference paper
  1. Salazar, Teresa; Miguel Fernandes; Araujo, Helder; Henriques Abreu, Pedro. "FAIR-FATE: Fair Federated Learning with Momentum". Paper presented in International Conference on Computational Science, 2023.
  2. Ricardo Cardoso Pereira; Henriques Abreu, Pedro; Pedro Pereira Rodrigues. "Siamese Autoencoder-Based Approach for Missing Data Imputation". Paper presented in International Conference on Computational Science, 2023.
  3. Ricardo Cardoso Pereira; Pedro Pereira Rodrigues; Figueiredo, Mário; Henriques Abreu, Pedro. "Automatic Delta-Adjustment Method Applied to Missing Not At Random Imputation". Paper presented in International Conference on Computational Science, 2023.
  4. Joana Cristo Santos; Pedro Henriques Abreu; Miriam Seoane Santos. "The identification of cancer lesions in mammography images with missing pixels: analysis of morphology". 2022.
    10.1109/dsaa54385.2022.10032420
  5. "Interpretability vs. Complexity: The Friction in Deep Neural Networks". 2020.
    10.1109/ijcnn48605.2020.9206800
  6. Ricardo Cardoso Pereira; Joana Cristo Santos; Amorim, José; Pedro Pereira Rodrigues; Henriques Abreu, Pedro. Corresponding author: Ricardo Cardoso Pereira. "Missing Image Data Imputation using Variational Autoencoders with Weighted Loss". Paper presented in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2020.
  7. Ana Catarina Oliveira; Inês Domingues; Hugo Duarte; João A.M. Santos; Henriques Abreu, Pedro. "Going Back to Basics on Volumetric Segmentation of the Lungs in CT: A Fully Image Processing Based Technique". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2019.
  8. Ricardo Cardoso Pereira; Miriam Seoane Santos; Pedro Pereira Rodrigues; Henriques Abreu, Pedro. "MNAR Imputation with Distributed Healthcare Data". Paper presented in EPIA Conference on Artificial Intelligence, 2019.
  9. Nuno Martins; Jose Magalhaes Cruz; Tiago Cruz; Henriques Abreu, Pedro. "Analysing the Footprint of Classifiers in Adversarial Denial of Service Contexts". Paper presented in EPIA Conference on Artificial Intelligence, 2019.
  10. Marques, Francisco; Duarte, Hugo; Santos, João; Domingues, Inês; Amorim, José P.; Henriques Abreu, Pedro (721E-F301-CDA1). "An iterative oversampling approach for ordinal classification". 2019.
    10.1145/3297280.3297560
  11. Pereira, Ricardo; Henriques Abreu, Pedro (721E-F301-CDA1); Polisciuc, Evgheni; Machado, Penousal. "A Data Visualization Approach for Intersection Analysis using AIS Data". Paper presented in Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2019.
    10.5220/0007312802080215
  12. Adriana Fonseca Costa; Miriam Seoane Santos; Jastin Pompeu Soares; Henriques Abreu, Pedro. "Missing Data Imputation via Denoising Autoencoders: the untold story". Paper presented in International Symposium on Intelligent Data Analysis, 2018.
  13. Domingues, Ines; Henriques Abreu, Pedro (721E-F301-CDA1); João A.M. Santos. "Bi-Rads Classification of Breast Cancer: A New Pre-Processing Pipeline for Deep Models Training". Paper presented in 2018 25th IEEE International Conference on Image Processing (ICIP), 2018.
    10.1109/icip.2018.8451510
  14. Marta Mercier; Miriam Seoane Santos; Henriques Abreu, Pedro; Carlos Soares; Jastim Pompeu Soares; João A.M. Santos. "Analysing the footprint of classifiers in overlapped and imbalanced contexts". Paper presented in International Symposium on Intelligent Data Analysis, 2018.
  15. Jastin Pompeu Soares; Miriam Seoane Santos; Henriques Abreu, Pedro; Helder Araújo; João A.M. Santos. "Exploring the effects of Data Distribution in Missing Data Imputation". Paper presented in International Symposium on Intelligent Data Analysis, 2018.
  16. Gisele Pereira; Henriques Abreu, Pedro; Inês Domingues; Pedro Jorge Martins; Hugo Duarte; João A.M.Santos. "Registration of CT with PET : a comparison of intensity-based approaches". Paper presented in International Workshop on Combinatorial Image Analysis, 2018.
  17. Ivo Frazão; Henriques Abreu, Pedro; Tiago Cruz; Helder Araújo; Paulo Simões. "Denial of Service Attacks: Detecting the frailties of machine learning algorithms in the Classication Process". Paper presented in International Conference on Critical Information Infrastructures Security, 2018.
  18. José Pedro Amorim; Inês Domingues; Henriques Abreu, Pedro; João A.M.Santos. "Interpreting Deep Learning Models for Ordinal Problems". Paper presented in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2018.
  19. Domingues, Ines; José Pedro Amorim; Henriques Abreu, Pedro (721E-F301-CDA1); Duarte, Hugo; Santos, Joao. "Evaluation of Oversampling Data Balancing Techniques in the Context of Ordinal Classification". Paper presented in 2018 International Joint Conference on Neural Networks (IJCNN), 2018.
    10.1109/ijcnn.2018.8489599
  20. Henriques Abreu, Pedro; Pedro Jorge Martins; Penousal Machado; Joel P. Arrais; Anabela Gomes. "The Relationship Between Learning Styles and Creativity Students: An Information Visualization Class Case Study". Paper presented in EdMedia: World Conference on Educational Media and Technology, 2018.
  21. Sandra Costa; Miriam Seoane Santos; Henriques Abreu, Pedro; Teresa Pessoa; Anabela Gomes. "The role of computer programming as a partner in the English classroom". Paper presented in EdMedia: World Conference on Educational Media and Technology, 2018.
  22. Miriam Seoane Santos; Jastin Pompeu Soares; Henriques Abreu, Pedro; João A.M. Santos; Helder Araújo. "Influence of Data Distribution in Missing Data Imputation". Paper presented in Artificial Intelligence in Medicine, 2017.
  23. Anabela Gomes; Correia, Fernanda Brito; Henriques Abreu, Pedro (721E-F301-CDA1). "Types of assessing student-programming knowledge". Paper presented in 2016 IEEE Frontiers in Education Conference (FIE), 2016.
    10.1109/fie.2016.7757726
  24. André Maia; Tiago Cunha; Carlos Soares; Henriques Abreu, Pedro. "TweeProfiles3: visualization of spatio-temporal patterns on Twitter". Paper presented in World Conference on Information Systems and Technologies (WorldCIST'16), 2016.
  25. Álvaro Ribeiro; Daniel Castro Silva; Henriques Abreu, Pedro. "MoCaS: Mobile Carpooling System". Paper presented in World Conference on Information Systems and Technologies (WorldCIST'15), 2015.
  26. Penousal Machado; Tiago Martins; Hugo Amaro; Henriques Abreu, Pedro. "Feature Selection and Novelty in Computational Aesthetics". Paper presented in 3rd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, 2014.
  27. Álvaro Câmara; Daniel Castro Silva; Henriques Abreu, Pedro; Eugénio Oliveira. "Comparing a Centralized and Decentralized Multi-Agent Approaches to Air Traffic Control". Paper presented in 28th European Simulation and Modelling Conference (ESM'2014), 2014.
  28. Delfim Simões; Henriques Abreu, Pedro; Daniel Castro Silva. "MusE Central: A Data Aggregation System for Music Events". Paper presented in World Conference on Information Systems and Technologies (WorldCIST'14), 2014.
  29. Flávio Pereira; Daniel Castro Silva; Henriques Abreu, Pedro. "Augmented Reality Mobile Tourism Application". Paper presented in World Conference on Information Systems and Technologies (WorldCIST'14), 2014.
  30. "MusE Central: A Data Aggregation System for Music Events". 2014.
    10.1007/978-3-319-05948-8_18
  31. "Overall Survival Prediction for Women Breast Cancer Using Ensemble Methods and Incomplete Clinical Data, pp. 1366-1369". 2014.
    10.1007/978-3-319-00846-2_338
  32. "Personalizing Breast Cancer Patients with Heterogeneous Data, pp.39-42". 2014.
    10.1007/978-3-319-03005-0_11
  33. Machado, Penousal; Martins, Tiago; Amaro, Hugo; Henriques Abreu, Pedro. "An interface for fitness function design". Paper presented in 3rd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design (EvoMUSART 2014), 2014.
  34. Henriques Abreu, Pedro; Hugo Amaro; Daniel Castro Silva; Penousal Machado; Miguel Henriques Abreu. "Personalizing Breast Cancer Patients with Heterogeneous Data". Paper presented in IFMBE International Conference on Health Informatics (ICHI), 2013.
  35. Henriques Abreu, Pedro; Hugo Amaro; Daniel Castro Silva; Penousal Machado; Miguel Henriques Abreu; Noémia Afonso. "Overall Survival Prediction for Women Breast Cancer using Ensemble Methods and Incomplete Clinical Data". Paper presented in Mediterranean Conference on Medical and Biological Engineering and Computing (MEDICON), 2013.
  36. Rui Magalhães; Henriques Abreu, Pedro; Rafael Jegundo; Daniel Castro Silva. "Distributed Social Data Collection for Home Energy Management". Paper presented in Knowledge Discovery and Business Intelligence (KDBI), EPIA 2013, 2013.
  37. José Capela Dias; Henriques Abreu, Pedro; Daniel Castro Silva; Gustavo Fernandes; Penousal Machado. "Urban Traffic Simulation using SUMO". Paper presented in SUMO user Conference, 2013.
  38. Almeida, Fernando; Henriques Abreu, Pedro (721E-F301-CDA1); Lau, Nuno; Reis, Luis Paulo. "Automatic extraction of goal-scoring behaviors from soccer matches". Paper presented in 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012.
    10.1109/iros.2012.6386091
  39. Henriques Abreu, Pedro (721E-F301-CDA1); Moura, Jose; Castro Silva, Daniel; Paulo Reis, Luis; Garganta, Julio. "Football scientia- an automated tool for professional soccer coaches". Paper presented in 2010 IEEE Conference on Cybernetics and Intelligent Systems, 2010.
    10.1109/iccis.2010.5518568
  40. João Portela; Henriques Abreu, Pedro; Luís Paulo Gonçalves dos Reis; Júlio Manuel Garganta Silva. "An Intelligent Framework For Automatic Event Detection In Robotic Soccer Games: An auxiliar tool to help coaches improving their teams' performance". Paper presented in International Conference on Enterprise Information System, 2010.
  41. Henriques Abreu, Pedro (721E-F301-CDA1); Daniel Castro Silva; Mendes, Pedro; Vinhas, Vasco. "The impact of the usage of wikis from a teacher/student perspective in an educational context". Paper presented in 2009 4th International Conference on Computer Science & Education, 2009.
    10.1109/iccse.2009.5228152
  42. Vasco Vinhas; Pedro Mendes; Henriques Abreu, Pedro. "Wi-Fi Real-Time Location BI applied to a Retail Company". Paper presented in International Conference on Enterprise Information Systems { Proceedings of Databases and Information Systems Integration, 2009.
  43. Henriques Abreu, Pedro (721E-F301-CDA1); Mendes, Pedro. "STRATEGIES FOR ROUTE PLANNING ON CATASTROPHE ENVIRONMENTS - Coordinating Agents on a Fire Fighting Scenario". Paper presented in Proceedings of the 11th International Conference on Enterprise Information, 2009.
    10.5220/0001852102770280
  44. Henriques Abreu, Pedro; Vasco Vinhas; Pedro Mendes; Luís Paulo Gonçalves dos Reis; Júlio Manuel Garganta Silva. "Enabling Automatic Soccer Analysis Throw Wi-Fi Real Time Tracking". Paper presented in Information Technologies, 2009.
  45. Henriques Abreu, Pedro; Vasco Vinhas; Pedro Mendes; Luís Paulo Gonçalves dos Reis; Júlio Manuel Garganta Silva. "Tool Based Analytical Support For Practical Professional Soccer Trainning". Paper presented in FUBUTEC, 2009.
  46. Henriques Abreu, Pedro (721E-F301-CDA1); Mendes, Pedro. "Mastermind: an augment reality approach". Paper presented in Proceedings of the 3rd international conference on Digital Interactive Media in Entertainment and Arts - DIMEA '08, 2008.
    10.1145/1413634.1413674
  47. Henriques Abreu, Pedro; Pedro Mendes; Vasco Vinhas. "Business Intelligence through Real-Time Tracking". Paper presented in ICETE - ICE-B International Conference on e-Business, 2008.
  48. Isabel Gonzalez; Henriques Abreu, Pedro; Luís Paulo Gonçalves dos Reis. "USING A DATAWAREHOUSE TO EXTRACT KNOWLEDGE FROM ROBOCUP TEAMS". Paper presented in Proceedings of the Tenth International Conference on Enterprise Information Systems, 2008.
    10.5220/0001715405110514
  49. Henriques Abreu, Pedro; Pedro Mendes. "Micro- Credit Practices Applied to E-Supply Chain Management Price". Paper presented in International Conference on e-Commerce, 2008.
  50. Henriques Abreu, Pedro; Pedro Mendes; Vasco Vinhas; Daniel Castro Silva. "Implementing an Agent Following MicroCredit Practices for a Competitive Supply Chain Management Enviroment". Paper presented in EPIA, 2007.
  51. Henriques Abreu, Pedro; Pedro Mendes. "Alquerque: A Modern Implementation of an Ancient Game". Paper presented in Learning with Games, 2007.
  52. Vasco Vinhas; Daniel Castro Silva; Henriques Abreu, Pedro; Pedro Mendes. "A Domain-Specific Flexible Optimization Approach for e-Supply Chain Management". Paper presented in International Conference on e-Commerce, 2007.
Journal article
  1. Amorim, José Pereira; Henriques Abreu, Pedro; Santos, João A. M; Müller, Henning. Corresponding author: Amorim, José Pereira. "Evaluating Post-hoc Interpretability with Intrinsic Interpretability". Decision Support Systems (2023): https://arxiv.org/abs/2305.03002.
    Submitted
  2. Cristo Santos, Joana; Henriques Abreu, Miguel; Seoane Santos, Miriam; Duarte, Hugo; Alpoim, Tiago; Próspero, Inês; Sousa, Susana; Henriques Abreu, Pedro. "Bone Metastases Detection in Patients with Breast Cancer: Does Bone Scintigraphy Add Information to PET/CT?". The Oncologist 28 8 (2023): e600-e605. http://dx.doi.org/10.1093/oncolo/oyad087.
    10.1093/oncolo/oyad087
  3. José Pereira Amorim; Pedro H. Abreu; João Santos; Marc CORTES; Victor Vila. "Evaluating the faithfulness of saliency maps in explaining deep learning models using realistic perturbations". Information Processing & Management 60 2 (2023): 103225-103225. http://dx.doi.org/10.1016/j.ipm.2022.103225.
    10.1016/j.ipm.2022.103225
  4. Miriam Seoane Santos; Pedro Henriques Abreu; Nathalie Japkowicz; Alberto Fernández; João Santos. "A unifying view of class overlap and imbalance: Key concepts, multi-view panorama, and open avenues for research". Information Fusion 89 (2023): 228-253. http://dx.doi.org/10.1016/j.inffus.2022.08.017.
    10.1016/j.inffus.2022.08.017
  5. Jose P. Amorim; Pedro H. Abreu; Alberto Fernandez; Mauricio Reyes; Joao Santos; Miguel H. Abreu. "Interpreting Deep Machine Learning Models: An Easy Guide for Oncologists". IEEE Reviews in Biomedical Engineering (2023): https://doi.org/10.1109/RBME.2021.3131358.
    10.1109/RBME.2021.3131358
  6. Mara Graziani; Lidia Dutkiewicz; Davide Calvaresi; José Pereira Amorim; Katerina Yordanova; Mor Vered; Rahul Nair; et al. "A global taxonomy of interpretable AI: unifying the terminology for the technical and social sciences". Artificial Intelligence Review (2022): http://dx.doi.org/10.1007/s10462-022-10256-8.
    10.1007/s10462-022-10256-8
  7. Ricardo Cardoso Pereira; Pedro Henriques Abreu; Pedro Pereira Rodrigues. "Partial Multiple Imputation With Variational Autoencoders: Tackling Not at Randomness in Healthcare Data". IEEE Journal of Biomedical and Health Informatics 26 8 (2022): 4218-4227. https://doi.org/10.1109/JBHI.2022.3172656.
    10.1109/JBHI.2022.3172656
  8. Santos, Miriam Seoane; Abreu, Pedro Henriques; Fernández, Alberto; Luengo, Julián; Santos, João. "The impact of heterogeneous distance functions on missing data imputation and classification performance". Engineering Applications of Artificial Intelligence 111 (2022): 104791. http://dx.doi.org/10.1016/j.engappai.2022.104791.
    10.1016/j.engappai.2022.104791
  9. Santos, Miriam Seoane; Abreu, Pedro Henriques; Japkowicz, Nathalie; Fernández, Alberto; Soares, Carlos; Wilk, Szymon; Santos, João. "On the joint-effect of class imbalance and overlap: a critical review". Artificial Intelligence Review 55 8 (2022): 6207-6275. http://dx.doi.org/10.1007/s10462-022-10150-3.
    10.1007/s10462-022-10150-3
  10. Teresa Salazar; Miriam Seoane Santos; Helder Araujo; Pedro Henriques Abreu. "FAWOS: Fairness-Aware Oversampling Algorithm Based on Distributions of Sensitive Attributes". IEEE Access 9 (2021): 81370-81379. https://doi.org/10.1109/ACCESS.2021.3084121.
    10.1109/ACCESS.2021.3084121
  11. "Reviewing Autoencoders for Missing Data Imputation: Technical Trends, Applications and Outcomes". Journal of Artificial Intelligence Research 69 (2020): 1255-1285. http://dx.doi.org/10.1613/jair.1.12312.
    10.1613/jair.1.12312
  12. "How distance metrics influence missing data imputation with k-nearest neighbours". Pattern Recognition Letters 136 (2020): 111-119. http://dx.doi.org/10.1016/j.patrec.2020.05.032.
    10.1016/j.patrec.2020.05.032
  13. "Guest Editorial: Information Fusion for Medical Data: Early, Late, and Deep Fusion Methods for Multimodal Data". IEEE Journal of Biomedical and Health Informatics 24 1 (2020): 14-16. http://dx.doi.org/10.1109/jbhi.2019.2958429.
    10.1109/jbhi.2019.2958429
  14. Nuno Martins; Jose Magalhaes Cruz; Tiago Cruz; Henriques Abreu, Pedro (721E-F301-CDA1). "Adversarial Machine Learning Applied to Intrusion and Malware Scenarios: A Systematic Review". IEEE Access 8 (2020): 35403-35419. https://doi.org/10.1109/ACCESS.2020.2974752.
    10.1109/ACCESS.2020.2974752
  15. Inês Domingues; Gisèle Pereira; Pedro Martins; Hugo Duarte; João Santos; Henriques Abreu, Pedro (721E-F301-CDA1). "Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET". Artificial Intelligence Review (2019): https://doi.org/10.1007/s10462-019-09788-3.
    10.1007/s10462-019-09788-3
  16. "Autonomous agents and multi-agent systems applied in healthcare". Artificial Intelligence in Medicine 96 (2019): 142-144. http://dx.doi.org/10.1016/j.artmed.2019.02.007.
    10.1016/j.artmed.2019.02.007
  17. Domingues, Ines; Sampaio, Ines Lucena; Duarte, Hugo; Santos, Joao A. M.; Henriques Abreu, Pedro (721E-F301-CDA1). "Computer Vision in Esophageal Cancer: A Literature Review". IEEE Access 7 (2019): 103080-103094. http://dx.doi.org/10.1109/access.2019.2930891.
    10.1109/access.2019.2930891
  18. Santos, Miriam Seoane; Pereira, Ricardo Cardoso; Costa, Adriana Fonseca; Soares, Jastin Pompeu; Santos, Joao; Henriques Abreu, Pedro (721E-F301-CDA1). "Generating Synthetic Missing Data: A Review by Missing Mechanism". IEEE Access 7 (2019): 11651-11667. http://dx.doi.org/10.1109/access.2019.2891360.
    10.1109/access.2019.2891360
  19. Henriques Abreu, Pedro (721E-F301-CDA1); Silva, Daniel Castro; Gomes, Anabela. "Multiple-Choice Questions in Programming Courses". ACM Transactions on Computing Education 19 1 (2018): 1-16. http://dx.doi.org/10.1145/3243137.
    10.1145/3243137
  20. Santos, Miriam Seoane; Soares, Jastin Pompeu; Henriques Abreu, Pedro (721E-F301-CDA1); Araujo, Helder; Santos, Joao. "Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches [Research Frontier]". IEEE Computational Intelligence Magazine 13 4 (2018): 59-76. http://dx.doi.org/10.1109/mci.2018.2866730.
    10.1109/mci.2018.2866730
  21. Santos, Miriam Seoane; Henriques Abreu, Pedro (721E-F301-CDA1); Rodriguez-Bermudez, German; Garcia-Lancina, Pedro J.. "Improving the Classifier Performance in Motor Imagery Task Classification: What are the steps in the classification process that we should worry about?". International Journal of Computational Intelligence Systems 11 1 (2018): 1278. http://dx.doi.org/10.2991/ijcis.11.1.95.
    10.2991/ijcis.11.1.95
  22. Nogueira, Mariana A.; Henriques Abreu, Pedro (721E-F301-CDA1); Martins, Pedro; Machado, Penousal; Duarte, Hugo; Santos, João. "An artificial neural networks approach for assessment treatment response in oncological patients using PET/CT images". BMC Medical Imaging 17 1 (2017): http://dx.doi.org/10.1186/s12880-017-0181-0.
    10.1186/s12880-017-0181-0
  23. Henriques Abreu, Pedro (721E-F301-CDA1); Silva, Daniel Castro; Amaro, Hugo; Magalhães, Rui. "Identification of Residential Energy Consumption Behaviors". Journal of Energy Engineering 142 4 (2016): 04016005. http://dx.doi.org/10.1061/(asce)ey.1943-7897.0000340.
    10.1061/(asce)ey.1943-7897.0000340
  24. Henriques Abreu, Pedro (721E-F301-CDA1); Santos, Miriam Seoane; Abreu, Miguel Henriques; Andrade, Bruno; Silva, Daniel Castro. "Predicting Breast Cancer Recurrence Using Machine Learning Techniques". ACM Computing Surveys 49 3 (2016): 1-40. http://dx.doi.org/10.1145/2988544.
    10.1145/2988544
  25. Silva, D C; Henriques Abreu, Pedro (721E-F301-CDA1); Reis, L P; Oliveira, E. "Development of a flexible language for disturbance description for multi-robot missions". Journal of Simulation 10 3 (2016): 166-181. http://dx.doi.org/10.1057/jos.2015.4.
    10.1057/jos.2015.4
  26. Henriques Abreu, Miguel; Henriques Abreu, Pedro (721E-F301-CDA1); Afonso, Noémia; Pereira, Deolinda; Henrique, Rui; Lopes, Carlos. "Patterns of recurrence and treatment in male breast cancer: A clue to prognosis?". International Journal of Cancer 139 8 (2016): 1715-1720. http://dx.doi.org/10.1002/ijc.30225.
    10.1002/ijc.30225
  27. Machado, Penousal; Martins, Tiago; Amaro, Hugo; Henriques Abreu, Pedro (721E-F301-CDA1). "Beyond Interactive Evolution: Expressing Intentions Through Fitness Functions". Leonardo 49 3 (2016): 251-256. http://dx.doi.org/10.1162/leon_a_01103.
    10.1162/leon_a_01103
  28. Castro Silva, Daniel; Henriques Abreu, Pedro (721E-F301-CDA1); Reis, Luís Paulo; Oliveira, Eugénio. "Development of flexible languages for scenario and team description in multirobot missions". Artificial Intelligence for Engineering Design, Analysis and Manufacturing 31 1 (2016): 69-86. http://dx.doi.org/10.1017/s0890060416000184.
    10.1017/s0890060416000184
  29. "Special Issue JOMS – Journal of Medical Systems, 2016 on Agent-Empowered HealthCare Systems". Journal of Medical Systems 40 4 (2016): http://dx.doi.org/10.1007/s10916-016-0449-x.
    10.1007/s10916-016-0449-x
  30. Abreu, M.H.; Afonso, N.; Henriques Abreu, Pedro (721E-F301-CDA1); Menezes, F.; Lopes, P.; Henrique, R.; Pereira, D.; Lopes, C.. "Male breast cancer: Looking for better prognostic subgroups". Breast 26 (2016): 18-24. http://www.scopus.com/inward/record.url?eid=2-s2.0-84961783384&partnerID=MN8TOARS.
    10.1016/j.breast.2015.12.001
  31. Mariana Nogueira; Henriques Abreu, Pedro; Pedro Jorge Martins; Penousal Machado; Hugo Duarte; João A.M. Santos. "Image Descriptors in Healthcare Contexts: A Systematic Review". Artificial Intelligence Review (2016): 1-29.
  32. Santos, Miriam Seoane; Henriques Abreu, Pedro (721E-F301-CDA1); García-Laencina, Pedro J.; Simão, Adélia; Carvalho, Armando. "A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients". Journal of Biomedical Informatics 58 (2015): 49-59. http://dx.doi.org/10.1016/j.jbi.2015.09.012.
    10.1016/j.jbi.2015.09.012
  33. Pedro J. García-Laencina; Henriques Abreu, Pedro (721E-F301-CDA1); Miguel Henriques Abreu; Noémia Afonoso. "Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values". Computers in Biology and Medicine 59 (2015): 125-133. http://dx.doi.org/10.1016/j.compbiomed.2015.02.006.
    10.1016/j.compbiomed.2015.02.006
  34. Abreu, M.H.; Gomes, M.; Menezes, F.; Afonso, N.; Henriques Abreu, Pedro (721E-F301-CDA1); Medeiros, R.; Pereira, D.; Lopes, C.. "CYP2D6*4 polymorphism: A new marker of response to hormonotherapy in male breast cancer?". Breast 24 4 (2015): 481-486. http://www.scopus.com/inward/record.url?eid=2-s2.0-84930754273&partnerID=MN8TOARS.
    10.1016/j.breast.2015.04.010
  35. José Capela Dias; Penousal Machado; Daniel Castro Silva; Henriques Abreu, Pedro (721E-F301-CDA1). "An Inverted Ant Colony Optimization approach to traffic". Engineering Applications of Artificial Intelligence 36 (2014): 122-133. http://dx.doi.org/10.1016/j.engappai.2014.07.005.
    10.1016/j.engappai.2014.07.005
  36. João Cravo; Fernando Almeida; Henriques Abreu, Pedro (721E-F301-CDA1); Luís Paulo Reis; Nuno Lau; Luís Mota. "Strategy planner: Graphical definition of soccer set-plays". Data & Knowledge Engineering 94 (2014): 110-131. http://dx.doi.org/10.1016/j.datak.2014.10.001.
    10.1016/j.datak.2014.10.001
  37. Henriques Abreu, Pedro (721E-F301-CDA1); Daniel Castro Silva; Fernando Almeida; João Mendes-Moreira. "Improving a simulated soccer team's performance through a Memory-Based Collaborative Filtering approach". Applied Soft Computing 23 (2014): 180-193. http://dx.doi.org/10.1016/j.asoc.2014.06.021.
    10.1016/j.asoc.2014.06.021
  38. Henriques Abreu, Pedro (721E-F301-CDA1); Silva, Daniel Castro; Portela, João; Mendes-Moreira, João; Reis, Luís Paulo. "Using model-based collaborative filtering techniques to recommend the expected best strategy to defeat a simulated soccer opponent". Intelligent Data Analysis 18 5 (2014): 973-991. http://dx.doi.org/10.3233/ida-140678.
    10.3233/ida-140678
  39. Henriques Abreu, Pedro (721E-F301-CDA1); José Xavier; Daniel Castro Silva; Luís Paulo Reis; Marcelo Petry. "Using Kalman Filters to Reduce Noise from RFID Location System". The Scientific World Journal 2014 (2014): 1-9. http://dx.doi.org/10.1155/2014/796279.
    10.1155/2014/796279
  40. Daniel Castro Silva; Henriques Abreu, Pedro (721E-F301-CDA1); Luís Paulo Reis; Eugénio Oliveira. "Development of a flexible language for mission description for multi-robot missions". Information Sciences 288 (2014): 27-44. http://dx.doi.org/10.1016/j.ins.2014.07.047.
    10.1016/j.ins.2014.07.047
  41. Henriques Abreu, Pedro (721E-F301-CDA1); Daniel Castro Silva; João Mendes-Moreira; Luís Paulo Reis; Júlio Garganta. "Using Multivariate Adaptive Regression Splines in the Construction of Simulated Soccer Team's Behavior Models". International Journal of Computational Intelligence Systems 6 5 (2013): 893-910. http://dx.doi.org/10.1080/18756891.2013.808426.
    10.1080/18756891.2013.808426
  42. Fernando Almeida; Henriques Abreu, Pedro; Nuno Lau; Luís Paulo Gonçalves dos Reis. "An automatic approach to extract goal plans from soccer simulated matches". (2013):
    10.1007/s00500-012-0952-z
  43. Henriques Abreu, Pedro; José Moura; Daniel Castro Silva; Luís Paulo Gonçalves dos Reis; Júlio Manuel Garganta Silva. "Performance analysis in soccer: a Cartesian coordinates based approach using RoboCup data". (2012):
    10.1007/s00500-011-0733-0
  44. Luís Paulo Gonçalves dos Reis; Neves, Romina; Henriques Abreu, Pedro (721E-F301-CDA1); Brigida Mónica Faria. "Sistema Inteligente para Auxílio na Seleção e Execução de Tarefas num Jogo Social". Computer Science and Engineering 2 4 (2012): 74-81. http://dx.doi.org/10.5923/j.computer.20120001.10.
    10.5923/j.computer.20120001.10
  45. Henriques Abreu, Pedro (721E-F301-CDA1); Castro Silva, Daniel; Mendes, Pedro; Vinhas, Vasco. "Effect of the usage of wikis on an educational context". Computer Applications in Engineering Education 20 4 (2012): 646-653. http://dx.doi.org/10.1002/cae.20434.
    10.1002/cae.20434
  46. Henriques Abreu, Pedro; João Mendes-Moreira; Israel Costa; Daniel Castelão; Luís Paulo Gonçalves dos Reis; Júlio Manuel Garganta Silva. "Human versus virtual robotics soccer: A technical analysis". (2012):
    10.1080/17461391.2010.545435
Journal issue
  1. Inês Domingues; Henning Muller; Andres Ortiz; Belur V. Dasarathy; Henriques Abreu, Pedro; Vince D. Calhoun. "Special Issue entitled "Information Fusion for Medical Data"". IEEE Journal of Biomedical and Health Informatics 24 1 (2020):
    Published
  2. Sara Montagna; Daniel Castro Silva; Henriques Abreu, Pedro; Marcia Ito; Michael Ignaz Schumacher; Eloisa Vargiu. "Special Issue entitled "Autonomous Agents and Multi-Agent Systems Applied in Health Care"". Artificial Intelligence in Medicine (2019):
  3. Maria José Sousa; Henriques Abreu, Pedro; Daniel Castro Silva. "Special Issue entitled "Advances in Knowledge and Information Management"". IET Software (2017):
    Published
  4. Henriques Abreu, Pedro; Daniel Castro Silva; Michael Ignaz Schumacher; Luís Paulo Gonçalves dos Reis; Brigida Monica Faria; Marcia Ito. "Special Issue entitled "Agent-Empowered HealthCare Systems"". Journal of Medical Systems (2016):
    Published
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2020/02/28 Interpretability in Deep Architectures -- Is it possible? XV ENEEB - National Meeting of biomedical engineering students
ENEEB (Aveiro, Portugal)
2019/10/11 Machine Learning in Healthcare - Past, Present and Future First Biomedical Engineering Summit
ANEEB -- National Association of Biomedical Engineering Students (Lisbon, Portugal)
2018/04/03 Handling Imbalanced and Missing Data Integrated Master in Informatics Engineering Class
University of Porto Faculty of Engineering (Porto, Portugal)
2013/04/09 What is a Data Scientist in a HealthCare Context Integrated Master in Medical Informatics Class
University of Porto Faculty of Engineering (Porto, Portugal)
2009/04/15 TAC SCM Competition - Development of a Trading Agent Integrated Master in Informatics Engineering Class
University of Porto Faculty of Engineering (Porto, Portugal)

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2024/03 - 2028 The Development of Data Audit Framework
Supervisor
 Doutoramento (Degree)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022 - 2026/06 Imbalanced and Missing Data Problems: Studying their Individuality and their Interplay
Supervisor
 PhD Degree (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022 - 2026/06 Towards the Detection of Anomalies in Cloud-native Environments
Co-supervisor
 PhD (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/09 - 2025/07 Fairness-Aware Machine Learning Methodologies
Supervisor
 PhD Degree (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/09/02 - 2024/12/18 Missing Data Methodologies Applied to Healthcare Images
Supervisor of Joana Cristo dos Santos
 Doctoral Program in Information Sciences and Technologies (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2020/09 - 2024/09 Identification and treatment of missing values in Healthcare data
Co-supervisor
 Doutoramento (PhD)
Instituto Tecnológico de Aeronáutica, Brazil
2018/09/02 - 2023/07/21 Artificial Intelligence Strategies for Missing Data Imputation using Healthcare Data
Supervisor of Ricardo Daniel Cardoso Pereira
 Doctoral Program in Information Sciences and Technologies (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/02 - 2023/07/20 Deep Learning Interpretability Methods for Cancer Medical Imaging
Supervisor of José Pedro Amorim
 Doctoral Program in Information Sciences and Technologies (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022/09 - 2023/06 Security within SmartGrids
Supervisor
 Mestrado (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022/09 - 2023/06 Football Match Analysis Portal
Supervisor
 Mestrado (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022/09 - 2023/06 Platform of Layaway Payments
Supervisor
 Mestrado (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/09 - 2022/12 Understanding Fairness Bias in Missing Data Imputation
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/06 - 2022/09 Learning on the edge: Edge computing + Federated Learning
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/06 - 2022/09 Estudo de combinação de contextos pouco balanceados e de dados em falta
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/06 - 2022/06 Subgroup Discovery in Soccer Data, Master in Data Sciences
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/06 - 2022/06 Plataforma Web para gestão e construção de planos de radioterapia sob um modelo de Gig Economy
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021/06 - 2022/06 Exploring Problems of Overlap and Dataset Shift in Imbalanced Data
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017 - 2022 Research Problems in Data Quality: Addressing Imbalanced and Missing Data
Supervisor
 PhD Programme in Informatics Engineering (PhD)
Universidade de Coimbra Departamento de Engenharia Informática, Portugal
2020/06 - 2021/06 Comportamentos preditivos na conectividade gerida (M2M)
Supervisor
 Master Degree (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2020/02/02 - 2021/02/02 Tailored Field Service Optimization
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/09/05 - 2020/10/06 Measuring Fairness in Imbalanced Contexts
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/09/05 - 2020/09/05 Simulating different cross validation scenarios in Imbalanced Contexts
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/09/02 - 2020/07/30 Handling Data Difficulty Factors via a Meta-Learning Approach
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/09/02 - 2020/07/30 Understanding Regularization in Deep Neural Networks: a Metalearning Approach
Co-supervisor
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/09/02 - 2020/07/30 Evolutionary Directed Graph Ensemble (EDGE)
Co-supervisor
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/03/05 - 2020/03/05 Using Denoising AutoEncoders to detect Quasi-identifiers
Supervisor
 Master degree in Informatics Security (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/06 - 2019/09/05 Using SMOTE algorithm in imbalanced Contexts
Supervisor
 Integrated Master in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/06 - 2019/09/05 Missing Data Generation Techniques
Supervisor
 Integrated Master in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/02 - 2019/09/05 Segmentation of organs and tumors on PET and CT : tools to aid Radiotherapy planning
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/02 - 2019/09/04 Assess the competences of students in the 1st year of higher education
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/02 - 2019/09/01 The role of 18F-FDG PET/CT in staging of Breast Cancer Patients proposed to Neoadjuvant Chemotherapy: comparative analysis with breast MRI and bone scintigraphy,
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/09/02 - 2019/07/05 Adversarial Machine Learning on Denial of Service Recognition
Co-supervisor of Nuno Jorge Dias Carneiro Martins
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018/07/06 - 2019/07/05 Deep Learning Applied to Medical Images
Supervisor
 Integrated Master in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/07/05 - 2019/07/04 The use of Spanning Trees in clustering construction
Supervisor
 Integrated Master Degree in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/05 - 2018/09/05 Detecting bootlenecks in radiology images
Supervisor
 Integrated Master in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/04 - 2018/09/04 Missing Data Exploration: A Visual Approach
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/04 - 2018/07/05 Addressing data complexity in imbalanced contexts
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/04 - 2018/07/05 AIS Data Visualization applied on the identification of anomalous vessels' movements on Portuguese maritime territory
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/03 - 2018/07/05 A study on missing data: handling missingness using Denoising Autoencoders
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/03 - 2018/07/05 Deep Learning techniques for the evaluation of response to treatment in Hodgkin Lymphoma
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/05 - 2017/09/05 Benchmarking Missing Data Imputation Algorithms in Data Processing Tools
Supervisor
 Integrated Master in Biomedical Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/05 - 2017/09/04 Inter-phone near field communications using ultrasounds
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/04 - 2017/09/04 Explore different data mining strategies applied to two problems in data pre-processing
Supervisor
 Integrated Master in Electrical and Computer Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/05 - 2017/07/05 Predicting the evolution of cancer from the analysis of PET / CT scan images
Co-supervisor
 Integrated Master in Electrical and Computer Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/09/04 - 2016/09/05 Traderline -- Mobile application development to support sports betting
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/05 - 2015/09/05 Prediction Model for Women Breast Cancer Recurrence
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/05 - 2015/09/05 Creating Evaluation Functions for Oncological Diseases based on PET CT
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/05 - 2015/09/04 Computational intelligence methods for missing data estimation and classification in breast cancer data
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/04 - 2015/09/04 Deteting Research Patterns in Portuguese Contexts
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/04 - 2015/09/04 Explore mechanisms to increase security in mobile applications
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/04 - 2015/09/04 Explore mechanisms to impute missing values in a not at random context
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/05 - 2015/07/05 Development of mobile applications for daycare management
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/05 - 2015/07/05 TweeProfiles 3 - Spatio-Temporal Pattern Detection on Twitter
Co-supervisor
 Integrated Master in Electrical and Computer Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/09/05 - 2015/07/05 SISU - Uterine Sarcomas Information System
Co-supervisor
 Integrated Master in Informatics and Computing Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/09/05 - 2014/09/08 A computer vision based mobile application for the colour blind
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/05 - 2014/09/05 Support System for the Analysis and Treatment of Patients with Hepatocellular Carcinoma
Co-supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/06 - 2014/09/04 Development of a mobile application for monitoring and pre-diagnosis
Supervisor
 Integrated Master in Biomedical Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/05 - 2014/09/04 A Travel Optimization System for Academic Environments
Co-supervisor
 Master in Computer Engineering and Business Systems (Master)
Instituto Politécnico do Cávado e do Ave, Portugal
2013/09/04 - 2014/09/03 MoCaS - Mobile Carpooling System
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/09/05 Information Retrieval from Healthcare research repositories
Supervisor
 Bachelor's degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/09/04 Mobile Application Development for Defining Tourist Routes
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/09/04 Performance Information Integration System
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/03 - 2013/09/04 Air Traffic Control using Microsoft Flight Simulator X
Co-supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/07/05 Use of Creativity in Building Legos Models
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/07/05 Coimbra City Tourist Guide for Mobile Devices
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/04 - 2013/07/04 Data analysis and implementation of game dynamics for energy efficiency
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/09/06 - 2012/09/05 Customized Information System applied in Healthcare
Supervisor
 Master degree in Informatics Engineering (Scientific initiation)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/09/04 - 2012/09/04 System of Observation and Record of Tactical Performance - Technician in Collective Sports Games
Co-supervisor
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2011/09/04 - 2012/07/04 SESE - Search Quality and Analytics
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/09/04 - 2012/07/04 KUSCO@TICE.Mobilidade: Semantic Enrichment of Places and Events
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/09/04 - 2012/07/04 Development of a multi-agent system for automatic resource management using FarmVille as a case study
Co-supervisor
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2011/09/04 - 2012/07/04 Corporate Collaboration
Supervisor
 Master in Informatics Engineering (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2010/09/04 - 2011/07/04 Application of the Kalman filter to correct data from an RFID-based location system
Co-supervisor
 Master in Electrical and Computers Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2009/09/06 - 2010/07/05 Exploiting Opponent Behavior in Multi-Agent System
Co-supervisor
 Integrated Master in Informatics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2008/09/04 - 2009/07/05 Definition of an Ontology Applied to Football
Co-supervisor
 Integrated Master in Electrical and Computer Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2008/09/05 - 2009/07/04 Algorithms for Automatic Event Detection Applied to Robotic Football
Co-supervisor
 Master in Infomartics Engineering (Master)
Universidade do Porto Faculdade de Engenharia, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2024 - Current iMIMIC2024 – Workshop on Interpretability of Machine Intelligence in Medical Image Computing, held in the International Conference on Medical Image Computing and Computer Assisted Intervention, (2024)
Workshop (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2023 - Current iMIMIC2023 – Workshop on Interpretability of Machine Intelligence in Medical Image Computing, held in the International Conference on Medical Image Computing and Computer Assisted Intervention, (2023)
Workshop (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2023 - Current ICMLA – IEEE International Conference on Machine+ Learning and Applications (2023)
Conference (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2022 - Current iMIMIC2022 – Workshop on Interpretability of Machine Intelligence in Medical Image Computing held in the International Conference on Medical Image Computing and Computer Assisted Intervention, 2022, (2022)
Workshop (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021 - Current AIME 2021 – 18th Conference on Artificial Intelligence in Medicine (2021)
Conference (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021 - Current IDA 2021 – Symposium on Intelligent Data Analysis (2021)
Conference (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021 - Current iMIMIC2021 – Workshop on Interpretability of Machine Intelligence in Medical Image Computing held in the International Conference on Medical Image Computing and Computer Assisted Intervention (2021)
Workshop (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2020 - Current iMIMIC2020 – Workshop on Interpretability of Machine Intelligence in Medical Image Computing held in the International Conference on Medical Image Computing and Computer Assisted Intervention (2020)
Workshop (Co-organisor)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017 - Current Workshop in the Conference AAMAS2017 entitled ' X Workshop on Agents Applied in Health Care (A2HC)' (2017)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016 - Current Workshop in the Conference WorldCIST'16 entitled 'Intelligent Systems (IS)' (2016)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Workshop in the Conference Epia2015 entitled 'Multi-Agent Systems: Theory and Applications (Masta'15)' (2015)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Workshop in the Conference CISTI'2015 entitled 'Applied Statistics and Data Analysis using Computer Science (ASDACS)' (2015)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Workshop in the Conference AAMAS2015 entitled 'IX Workshop on Agents Applied in Health Care (A2HC)' (2015)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Workshop in the Conference WorldCIST'15 entitled 'Applied Statistics and Data Analysis using Computer Science (ASDACS)' (2015)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Workshop in the Conference CISTI'2014 entitled 'Applied Statistics and Data Analysis using Computer Science (ASDACS)' (2014)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Workshop in the Conference AAMAS2014 entitled { MASH'14 'Multi-Agent Systems in Healthcare, 2014' (2014)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - 2019 A2HC 2019: Join workshop of XII Workshop on Agents Applied in Health Care and Agents and Ambient Intelligence held in the 22nd International Conference on Principles and Practice of Multi-Agent Systems (PRIMA 2019), (2019)
Workshop (Member of the Organising Committee)
 Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2020 - Current Program Committee Member
Conference
 International Joint Conference on Artificial Intelligence and the Pacific Rim International Conference on Artificial Intelligence
2020 - Current Program Committee Member
Conference
 IEEE International Conference on Data Mining (ICDM)
2019 - Current Program Committee Member
Conference
 International Joint Conference on Artificial Intelligence and the European Conference on Artificial Intelligence
2019 - Current Program Committee Member
Conference
 International Workshop on Heathcare Interoperability and Pervasive Intelligent Systems
2019 - Current Program Committee Member
Conference
 Conference on Artificial Intelligence in Medicine (AIME)
2019 - Current Program Committee Member
Conference
 Conference on Innovation and Technology in Computer Science Education (ITiCSE)
2019 - Current Program Committee Member
Conference
 International Symposium on Computer-Based Medical Systems (CBMS)
2018 - Current Program Committee Member
Conference
 ITiCSE18 - Conference on Innovation and Technology in Computer Science Education
2018 - Current Program Committee Member
Conference
 International Joint Conference on Artificial Intelligence and European Conference on Artificial Intelligence
2018 - Current Program Committee Member
Conference
 International Symposium on Intelligent Data Analysis
2018 - Current Program Committee Member Conference on Innovation and Technology in Computer Science Education (ITiCSE)
2018 - Current Program Committee Member
Conference
 ACM Technical Sumposium on Computer Science Education (SIGCSE)
2017 - Current Program Committee Member
Conference
 Conference on Artificial Intelligence in Medicine (AIME)
2017 - Current Program Committee Member
Conference
 Annual Conference on Innovations and Technology in Computer Science Education (ITiCSE)
2016 - Current Program Committee Member
Conference
 International Symposium on Computer-Based Medical Systems (CBMS)
2016 - Current Program Committee Member
Conference
 IEEE International Conference on Advanced Information Networking and Applications
2015 - Current Program Committee Member
Conference
 International IEEE Conference on Intelligent Transportation Systems
2015 - Current Program Committee Member
Conference
 International Conference on Evolutionary and Biologically Inspired Music
2014 - Current Program Committee Member
Conference
 International IEEE Conference on Intelligent Transportation System (ITSC)
2014 - Current Program Committee Member
Conference
 IEEE International Conference on Robotics and Automation
2013 - Current Program Committee Member
Conference
 International Conference on Health Informatics
2013 - Current Program Committee Member
Conference
 IEEE International Conference on Systems, Man and Cybernetics
2013 - Current Program Committee Member
Conference
 International Conference on Autonomous Agents and Multiagent Systems
2008 - Current Program Committee Member
Conference
 European Conference on Artificial Intelligence (ECAI)
2012 - 2013 Participation in Open DEI, an event sponsored by the Faculty of Science and Technology of the University of Coimbra to promote its courses to high school students: - Content creation (script and worksheet) for advanced programming using Python;- Python Hands-On Lesson - Open Day
Symposium
 Open DEI
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012 - 2012 Participation in DEI ACADEMY, an event promoted by the Faculty of Science and Technology of the University of Coimbra to motivate secondary students for computing tasks: - Creating a tutorial to explain how to create a database; - Article Creation with the thematic of 'Debugging Process Using Wing IDE'
Exhibition
 DEI ACADEMY
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011 - 2011 Participation in the Open Week, an event promoted by the Faculty of Engineering of the University of Porto for the dissemination of its courses to high school students
Meeting
 Open Week
Universidade do Porto Faculdade de Engenharia, Portugal

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2024/03/09 Mobility Patterns From Data
(Thesis) Main arguer
 Thiago Andrade Silva (PhD)
Universidade do Porto Faculdade de Ciências, Portugal
2023/02 Causal Reasoning in Data
(Thesis) Main arguer
 Ana Rita Dias Nogueira (PhD)
Universidade do Porto Faculdade de Ciências, Portugal
2022/09 Development and validation of a diagnostic model for obstructive sleep apnea: a Bayesian network approach
(Thesis) Main arguer
 Daniela Filipa Ferreira dos Santos (PhD)
Universidade do Porto Faculdade de Medicina, Portugal
2021/06 Rethinking a Deep Learning Pipeline for images
(Thesis) Main arguer
 Ricardo Magalhães Cruz (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/12/08 A Bayesian approach to data optimization in BreastCare software
(Thesis) Main arguer
 Diana Silva Soares Ribeiro (Master)
Universidade do Porto Faculdade de Medicina, Portugal
2019/10 Classification of Clinical Episodes
(Thesis) Main arguer
 Ricardo Manuel da Rocha Melo e Castro (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/10 Exploration of cardiotocographic signs and obstetric clinical data to predict neonatal sepsis and perinatal asphyxia
(Thesis) Main arguer
 Patricia Adriana Guimarães Dias (Master)
Universidade do Porto Faculdade de Medicina, Portugal
2019/07 Online Gambling Analysis Report Automation
(Thesis) Main arguer
 Miriam Cristiana Meireles Campos Gonçalves (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/07 Fault Injection, Detection and Treatment in Autonomous Vehicles
(Thesis) Main arguer
 Daniel Luis Gonçalves Garrido (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/07 Smart Grids Community Providers and the Tariff Problem
(Thesis) Main arguer
 Nuno Miguel Mendes Ramos (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/07 Generative Model for Drug Discovery
(Thesis) Main arguer
 Angélica Santos Carvalho (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/07 From neuroscience to the identification of structural medical image markers in multiple sclerosis
(Thesis) Main arguer
 Júlia Freire Soares (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/07 Epileptic seizure detection and prediction based on topographic maps and deep machine learning (EPI-DEEP)
(Thesis) Main arguer
 Carlos André Almeida Paiva (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/07 Assessing the Security and Fairness of Intelligent Systems
(Thesis) Main arguer
 Inês Filipa Rente Valentim (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/07 Human Assistance UI
(Thesis) Main arguer
 Filipe Eduardo Fonseca Ramos Tinoco Mendes (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/07 From neuroscience to the identification of structural medical image markers in multiple sclerosis
President of the jury
 Júlia Freire Soares (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019/03/01 Foundation of a Hierarchical Stacked Neural Network model for Simulating Cognitive Development
(Thesis) Main arguer
 Sofia Ribeirinho Soares Ferreira Leite (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2019/02 Monitoring the efectiveness of clinical guidelines: is the recommendation still valid?
(Thesis) Main arguer
 Qi Shi (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018/09 Extraction of a Bipolar Disorder associated genetic pattern
(Thesis) Main arguer
 Luis Miguel Mendes Moreira (Master)
Universidade do Porto Faculdade de Ciências, Portugal
2018/07 Construção e Integração de um Quadcopter numa Plataforma de Simulação de Missões Multi-Veículo
(Thesis) Main arguer
 Leonardo da Silva Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018/07 Interpreting Hierarchical Data Features - Towards Explainable AI
(Thesis) Main arguer
 Luis Ramos Pinto de Figueiredo (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018/07 Teacher Assignment Problem at DEI
(Thesis) Main arguer
 Pedro Miguel Vieira da Câmara (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018/07 Reformulation of the Penacova Library Network Portal
(Thesis) Main arguer
 Xavier Santos Silva (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/07 Smart Time Track over a Cloud Based Web Application
(Thesis) Main arguer
 Samuel Morgado Nunes (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018/07 Detection of attacks and instructions in the IoT
(Thesis) Main arguer
 João Miguel Coimbra Barros da Silva (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09 Locomotion in Virtual Reality
(Thesis) Main arguer
 Tiago Martins Andrade (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09 CrossRoads: Real-time classification of roads based on the city data
(Thesis) Main arguer
 Mário Gustavo Reis Caseiro e Alves Pereira (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09 Natural Language assistant to support Software development process
(Thesis) Main arguer
 João Miguel dos Santos Cerveira (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/07 Simulation and Management of Environmental Disorders at FSX
(Thesis) Main arguer
 João Fernando de Sousa Almeida (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2017/07 Crew and Aircraft Electronic Market
(Thesis) Main arguer
 Luis Brochado Pinto Reis (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2017/07 Flexible Air Traffic Control Management
(Thesis) Main arguer
 Tiago Luis Pacheco Neto (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/09 CitizenPal
(Thesis) Main arguer
 Omar Assad (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/07 Design and development of a graphic platform for synthesis of online advertising ads
(Thesis) Main arguer
 Sara Capela Pereira de Sousa (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/07 Adaptive Data Collection Front-End -Adafe
(Thesis) Main arguer
 Rui Júnio de Matos e Silva (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/07 Automatic Detection of Trypanosomes on the Blood Stream
(Thesis) Main arguer
 José Rui Neto Faria (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/07 Cervical Cancer Automated Screening Module - CervCancerScreening
(Thesis) Main arguer
 José Paulo Soares Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/07 IPBrick Software Update Management Module
(Thesis) Main arguer
 José Francisco Ângelo Oliveira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/11/04 Vision and Knowledge Representation Methodologies for Game Analysis
(Thesis) Main arguer
 Catarina Maria Brito de Noronha Santiago (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/09/15 Cross-Domain Resource Sharing - Resource Access Recommendation Based on Semantics, Provenance and Traceability Information
(Thesis) Main arguer
 Nuno Bettencourt (PhD)
Universidade de Trás-os-Montes e Alto Douro, Portugal
2015/09 Constributions for an automatic detection of laser marks in retinal digital fundus images
(Thesis) Main arguer
 João Gonçalo Ramalho de Almeida e Sousa (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/09 Fleet Management & Vehicle Tracking System Real Time Fuel Consumption Management with Event Notification
(Thesis) Main arguer
 Flávio Amilton Camba Tando (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/07 Predictive Modeling using Railway Event Alarms System
(Thesis) Main arguer
 Carlos Miguel da Cunha Rodrigues (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Predicting customer response to crossmarket discounts using ensemble methods
(Thesis) Main arguer
 Filipe Carlos Neves Mota (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Module -- My Butler for Mobile and Home Automation Applications
(Thesis) Main arguer
 João Miguel Mariz Barros Zao (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 A Betting Experience Based On User Behaviour
(Thesis) Main arguer
 Joao Pedro Fernandes Falcão Araújo (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Gamification and Behaviour Recognition in Literacy Assessments for Sub-Saharan African Communities
(Thesis) Main arguer
 Marcos André Correia de Oliveira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Using clickstream data to analyze online purchase intentions
(Thesis) Main arguer
 Ricardo Filipe Fernandes e Costa Magalhães Teixeira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Web Application Shield Against Injections using Content Security Policy
(Thesis) Main arguer
 Vitor Emanuel Freitas de Oliveira Magano (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2015/07 Enterprise Secure Cloud
(Thesis) Main arguer
 José Ricardo Correia Miranda Ramos (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/07 Development of Serious Games with the support of Virtual Reality at the service of Rehabilitation in Biomedicine
(Thesis) Main arguer
 Miguel Rasteiro Simões Bernardes (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/07 CHOPIN - MANET II
(Thesis) Arguer
 André Filipe Simões Gomes (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/07 RANs - Computational Model of Cognition, Personality and Emotion
(Thesis) Arguer
 Leandro André Cepeda Freitas Barroso (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09 Data mining na prevenção de riscos clínicos
(Thesis) Main arguer
 Gonçalo Filipe Leites Pereira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/07 Desenvolvimento de Inteligências Artificiais Baseadas em Planeamento de Monte Carlo Temporal para Videojogos de Ação Furtiva
(Thesis) Main arguer
 Diogo Albuquerque Valente Silva (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/07 Otimização de rotas em ambiente urbano utilizando informação GPS dos táxis no Porto
(Thesis) Main arguer
 Tiago Manuel de Castro Rodrigues (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/07 Identificação do modo de transporte através de informação GPS
(Thesis) Main arguer
 Vitor João Ferreira Semeano Figueira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/07 Desenvolvimento de uma base de dados para registo de incidentes e gestão de risco em radioterapia
(Thesis) Main arguer
 Ana Margarida Marques Martins (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/07 Behavioural biometrics in the Word Wide Web
(Thesis) Main arguer
 Leandro António Oliveira Silva (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/07 Sistema de Recomendação e Prioritização Automática de Tarefas
(Thesis) Main arguer
 José Pedro Santana Saraiva (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/07 Plataforma de download de Skins UI para APPs Mobile
President of the jury
 Nuno André Fontes Vinhas (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/02 DipBlue: A Diplomacy Agent with Strategic and Trust Reasoning
(Thesis) Main arguer
 André Filipe da Costa Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/02 Visualização em Tempo Real de Indicadores de Performance do Retalho
(Thesis) Main arguer
 Ricardo Jorge de Sousa Teixeira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2014/02 RetweetPatterns: detection of spatio-temporal patterns of retweets
(Thesis) Main arguer
 Tomy Antunes Rodrigues (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Application of Social Network to support patients with neurodegenerative diseases
(Thesis) Main arguer
 André Luis Alves Rodrigues (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Mobile medical alert service for the user
(Thesis) Main arguer
 António Sérgio de Castro Velasquez (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 A mobile device-based solution to support the diagnosis and track the evolution of the Alzheimer's Disease
(Thesis) Main arguer
 Hélder Alexandre dos Santos Moreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Behavioral Analytics for Medical Decision Support: Supporting dementia diagnosis through outlier detection
(Thesis) Main arguer
 João Miguel Pinto Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Clinical History Sharing
(Thesis) Main arguer
 José Manuel Oliveira da Silva (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Early Parkinson Detection
(Thesis) Main arguer
 Ricardo Gabriel da Silva Graça (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/07 Algorithms for short-term Cardiovascular event risk prediction
President of the jury
 Tânia Filipa Santos Marques (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/02 Study of the impact of breast density on breast cancer
(Thesis) Main arguer
 Cláudia Marina Correia Castro (Master)
Universidade do Porto Faculdade de Medicina, Portugal
2013/02 Payments on Android devices with NFC
(Thesis) Main arguer
 Fernando Manuel Pires Mateus das Graças (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/02 Searching and extracting information from discussion groups on the web
(Thesis) Main arguer
 Jorge Miguel Amado Moreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2013/02 Mining Geographic Data for Fuel Consumption Estimation
(Thesis) Main arguer
 Vitor Daniel Ferreira da Cunha Ribeiro (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/09 Augmented Reality Games -- Interactive Membranes
(Thesis) Main arguer
 Pedro Gonçalo Machado Santa (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09 Development of Support Vector Machines in Graphics Processing Units for Object Recognition
(Thesis) Main arguer
 João Carlos Ferreira Gonçalves (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09 Augmented Reality Games -- Interactive Membranes
President of the jury
 Pedro Gonçalo Machado Santa (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/07 Evaluation of Conversation Agents: The influence of Multimedia elements
(Thesis) Main arguer
 César Filipe Monteiro Brandão (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 WebScout Development of a graphical interface for Scouting software
(Thesis) Main arguer
 José Gil Araújo Silva (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 Automatic Extraction of Mobility Activities in Microblogs
(Thesis) Main arguer
 Ricardo César de Sales Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 Remote M2M Healthcare: Applications and Algorithms
(Thesis) Main arguer
 João Carlos Figueiredo Rodrigues Prudêncio (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 Web System for Creating and Managing Virtual High Performance Computing Environments
(Thesis) Main arguer
 Pedro Adriano Pessoa Teixeira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 Intelwheels - Obstacle Avoidance for Intelligent WheelChairs
(Thesis) Main arguer
 Nuno Miguel da Cunha Resende (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2012/07 Benchmarking and Monitoring for the EDGI project
(Thesis) Arguer
 Serhiy Boychenko (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/07 Humanoid Robot Nao: Development Behaviours for Soccer Humanoid Robots
President of the jury
 Luís Miranda Cruz (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/07 Development of an Intelligent Wheelchair 3D Simulator/Visualizer
President of the jury
 Maria João Tavares Barbosa (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011/07 Splanner -- A graphical application for flexible definition of moves studied in RoboCup
President of the jury
 João Guilherme Bettencourt Cravo (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

Conference scientific committee

Conference name Conference host
2023 - Current AIME23 – Conference on Artificial Intelligence in MEdicine
2023 - Current IDA2023 – International Symposium on Intelligent Data Analysis
2023 - Current IJCAI2023 – International Joint Conference on Artificial Intelligence
2023 - Current ECAI23 – European Conference on Artificial Intelligence
2023 - Current ECML - PKDD23 – European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
2023 - Current IJCAI2023 – International Joint Conference on Artificial Intelligence
2023 - Current PAKDD23 – Pacific-Asia Conference on Knowledge Discovery and Data Mining
2022 - Current AAAI 2022 -- AAAI Conference on Artificial Intelligence
2022 - Current ECML PKDD2022 – The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
2022 - Current ICDM2022 – IEEE International Conference on Data Mining
2022 - Current IDA2022 – International Symposium on Intelligent Data Analysis
2022 - Current IJCAI-ECAI2022 – International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence
2022 - Current SDM22 – SIAM International Conference on Data Mining
2021 - Current AAAI Conference on Artificial Intelligence
2021 - Current International Symposium on Computer-Based Medical Systems
2021 - Current ICDM 2021 -- IEEE International Conference on Data Mining
2021 - Current IJCAI2021-- International Joint Conference on Artificial Intelligence
2020 - Current IJCAI-PRICAI 2020 - 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence
2020 - Current IEEE ICDM2020 - IEEE International Conference on Data Mining
2020 - Current AAAI 2020 - 34th AAAI Conference on Artificial Intelligence
2019 - Current IEEE ICDM2019 - IEEE International Conference on Data Mining
2019 - Current IJCAI-ECAI19 - International Joint Conference on Artificial Intelligence and the European Conference on Artificial Intelligence
2019 - Current ICTH 2019 - International Workshop on Healthcare Interoperability and Pervasive Intelligent Systems
2019 - Current WVC 2019 - XV Workshop de Visao Computacional 2019
2019 - Current AIME19 - Conference on Artificial Intelligence in Medicine
2019 - Current Workshop in Epia2019 entitled Business Applications of Artificial Intelligence
2019 - Current Workshop in Epia2019 entitled Artificial Intelligence n Medicine
2018 - Current ITiCSE18 - Conference on Innovation and Technology in Computer Science Education
2018 - Current CBMS - International Symposium on Computer-Based Medical Systems
2018 - Current IJCAI-ECAI18 - International Joint Conference on Artificial Intelligence and the European Conference on Artificial Intelligence
2018 - Current IDA18 - International Symposium on Intelligent Data Analysis
2018 - Current SIGCSE18 - ACM Technical Symposium on Computer Science Education
2017 - Current Workshop in Epia2017 entitled Business Applications of Artificial Intelligence
2017 - Current Workshop in Epia2017 entitled Artificial Intelligence in Medicine
2017 - Current AIME17 - Conference on Artificial Intelligence in Medicine
2017 - Current ITiCSE17 - Annual Conference on Innovation and Technology in Computer Science Education
2016 - Current DMAP - Second International Conference on Data Mining and Applications
2016 - Current CBMS - International Symposium on Computer-Based Medical Systems
2016 - Current Workshop in AINA2016 entitled Agents, Semantics and Intelligent Computing
2015 - Current Special Session in Robot2015 entitled Machine Learning in Robotics
2015 - Current Workshop in Epia2015 entitled Intelligent Information Systems
2015 - Current EvoMusart - International Conference on Evolutionary and Biolofically Inspired Music, Sound, Art and Design
2014 - Current EvoMusart - International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design
2013 - Current ICHI, IFMBE - International Conference on Health Informatics

Consulting

Activity description Institution / Organization
2014 - Current Development of an Information System for Hepatocellular Carcinoma Patients Centro Hospitalar e Universitário de Coimbra EPE, Portugal
2011 - Current Workshop on Developing Computer Support Tools for Football Training Sessions Universidade do Porto Faculdade de Desporto, Portugal
2005 - Current Development of an Information System for the management of Club Golf Medico members and tournaments

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2020 - Current Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2020 - Current Advanced Topics on Cognitive and Media Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - Current Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2018 - Current Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017 - Current Algorithms and Data Structures Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016 - Current Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Introduction to Procedural Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Information Visualization Master in Design and Multimedia (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015 - Current Advanced Topics in Cognitive Modeling Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Project Integrated Master in Biomedical Engineering (Mestrado integrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Introduction to Procedural Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Ambient Intelligence Master in Design and Multimedia (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014 - Current Advanced Topics in Cognitive Modeling Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013 - Current Object-Oriented Programming Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013 - Current Project Integrated Master in Biomedical Engineering (Mestrado integrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013 - Current Advanced Topics on Intelligent Systems Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013 - Current Introduction to Procedural Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012 - Current Software Engineering Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012 - Current Software Engineering Master in Design and Multimedia (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012 - Current Introduction to Procedural Programming Bachelor's degree in Industrial and Management Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011 - Current Introduction to Programming and Problem Solving Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011 - Current Theory of Computation Bachelor's degree in Informatics Engineering (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2011 - Current Research Methodology Master in Informatics Engineering and Business Systems (Mestrado) Instituto Politécnico do Cávado e do Ave, Portugal
2011 - Current Programming Paradigms and Advanced Programming Techniques Bachelor's degree in Information and Communication Technologies (Licenciatura) Universidade Católica Portuguesa Faculdade de Ciências Sociais, Portugal
2011 - Current Databases Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2011 - Current Software Engineering Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2010 - Current Computer Architecture Bachelor's degree in Informatics (Licenciatura) Instituto Politécnico do Cávado e do Ave, Portugal
2010 - Current Hardware Fundaments Bachelor's degree in Information and Communication Technologies (Licenciatura) Universidade Católica Portuguesa Faculdade de Ciências Sociais, Portugal
2010 - Current Computers Laboratory Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2008 - Current Algoritms and Data Structures Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2007 - Current Programming 1 Integrated Master in Electrical and Computer Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2007 - Current Computer Architecture Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2007 - Current Programming 2 Integrated Master in Electrical and Computer Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2006 - Current Programming Laboratory Integrated Master in Electrical and Computer Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2005 - Current MaFiQUi Project - Physics Class Integrated Master in Informatics and Computing Engineering (Mestrado integrado) Universidade do Porto Faculdade de Engenharia, Portugal
2023 - 2023 Knowledge Representation Master Degree (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2023 - 2023 Designing and Building Secure Infrastructures Master Degree (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021 - 2021 Theory of Computation Bachelor Degree (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2021 - 2021 Programming Bachelor (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

Evaluation committee

Activity description
Role 		Institution / Organization Funding entity
2019 - Current Reviewer of the International Journal of Medical Informatics
Evaluator
 Elsevier BV, Netherlands
2018 - Current Reviewer in the IEEE Acess Journal
Evaluator
 IEEE, United States
2018 - Current Reviewer in the Applied Soft Computing Journal
Evaluator
 Elsevier BV, Netherlands
2017 - Current Reviewer in the Energy and Buildings Journal
Evaluator
 Elsevier BV, Netherlands
2017 - Current Reviewer in the International Journal of Medical Informatics
Evaluator
 Elsevier BV, Netherlands
2017 - Current Reviewer in the WIREs Data Mining and Knowledge Discovery journal
Evaluator
 Wiley Australia, Australia
2016 - Current Reviewer in the IEEE Access journal
Evaluator
 IEEE, United States
2016 - Current Reviewer in the ACM Surveys journal
Evaluator
 ACM DIgital Library , United States
2016 - Current Reviewer in the International Journal of Medical Informatics
Evaluator
 Elsevier BV, Netherlands
2016 - Current Reviewer in the Applied Soft Computing Journal
Evaluator
 Elsevier BV, Netherlands
2015 - Current Reviewer in the Neurocomputing journal
Evaluator
 Elsevier BV, Netherlands
2015 - Current Reviewer in the ACM Surveys journal
Evaluator
 ACM DIgital Library , United States
2014 - Current Reviewer of Prince Megrin Data Mining Center projects
Evaluator
 Prince Sultan University, Saudi Arabia
2014 - Current Reviewer in the Expert Systems Journal
Evaluator
 Wiley Australia, Australia
2013 - Current Reviewer in the International Journal of Medical Informatics
Evaluator
 Elsevier BV, Netherlands
2013 - Current Reviewer in the Information Sciences Journal
Evaluator
 Elsevier BV, Netherlands
2013 - Current Reviewer in the Medical & Biological Engineering & Computing journal
Evaluator
 Springer International Publishing AG, Switzerland
2011 - Current Reviewer in the Soft Computing { A Fusion of Foundations, Methodologies and Applications journal
Evaluator
 Springer International Publishing AG, Switzerland

Other jury / evaluation

Activity description Institution / Organization
2016 - Current Juri Member for the project 'Your Project' of the Portuguese Society of Oncology
2015 - Current Juri Member for the Pattern Recognition Portuguese Association -- Best PhD Thesis 2014-2015
Distinctions

Award

2022 Santander - UC Award for Pedagogical Innovation
Banco Santander Portugal, Portugal
2022 Best Application Paper Award -- IEEE 9th International Conference on Data Science and Advanced Analytics -- Core Rank A
IEEE, United States

Other distinction

2019 Nomination for Best Poster Award
2014 Oustanding Paper Award
2013 Best Oral Communication
2007 Outstanding Paper Award