Journal Articles
2020(1 publication)
[publication]Martins, N. and Cruz, J.M. and Tiago Cruz and Pedro Henriques Abreu , "Adversarial Machine Learning applied to Intrusion and Malware Scenarios: a systematic review", IEEE Access, 2020

2019(3 publications)
[publication]Miriam Seoane Santos and Ricardo Cardoso Pereira and Costa, A. and Soares, J.P. and Santos, J. and Pedro Henriques Abreu , "Generating Synthetic Missing Data: A Review by Missing Mechanism", IEEE Access,  vol. 7,  pp. 11651-11667, 2019

[publication]Inês Domingues and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Computer vision in esophageal cancer: a literature review", IEEE Access,  vol. 7,  pp. 103080-103094, 2019

[publication]Inês Domingues and Pereira, G. and Martins, P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET", Artificial Intelligence Review,  pp. 1-68, 2019

2018(3 publications)
[publication]Miriam Seoane Santos and Pedro Henriques Abreu and , G.R. and Gárcia-Laencina, P.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,  vol. 11,  pp. 1278-1293, 2018

[publication]Pedro Henriques Abreu and Daniel Castro Silva and Gomes, A. , "Multiple Choice Questions In Programming Courses: Can We Use Them And Are Students Motivated By Them? (To appear)", ACM Transactions on Computing Education, 2018

[publication]Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Araújo, H. and Santos, J. , "Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches", IEEE Computational Intelligence Magazine,  vol. 13,  pp. 59-76, 2018

2017(1 publication)
[publication]Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. , "An Artificial Neural Networks Approach for Automatic Assessment of Treatment Response in Oncological Patients using PET/CT images", BMC Medical Imaging,  vol. 17, 2017

2016(6 publications)
[publication]Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu , "Male breast cancer: Looking for better prognostic subgroups", The Breast,  vol. 26,  pp. 18-24, 2016

[publication]Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. , "Development of Flexible Languages for Scenario and Team Description in Multi-Robot Missions", Journal of Artificial Intelligence for Engineering Design,  pp. 18, 2016

[publication]Abreu, M.H. and Pedro Henriques Abreu and Afonso, N. , "Patterns of Recurrence and Treatment in Male Breast Cancer: A Clue to Prognosis?", International Journal of Cancer,  vol. 139,  pp. 1715-1720, 2016

[publication]Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. , "Image Descriptors in Healthcare Contexts: A Systematic Review", Artificial Intelligence Review,  pp. 29, 2016

[publication]Pedro Henriques Abreu and Santos, M. and Abreu, M.H. and Daniel Castro Silva , "Predicting Breast Cancer Recurrence using Machine Learning Techniques: A Systematic Review", Journal Of ACM Computing Surveys,  vol. 49,  pp. 1-40, 2016

[publication]Pedro Henriques Abreu and Miriam Seoane Santos and Abreu, M.H. and Daniel Castro Silva , " Predicting Breast Cancer Recurrence Using Machine Learning Techniques: A Systematic Review", ACM Computing Surveys (CSUR),  vol. 49,  pp. 1-40, 2016

2015(8 publications)
[publication]Gárcia-Laencina, P.J. and Pedro Henriques Abreu and Abreu, M.H. and Afonso, N. , "Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values", CBM - Computers in Biology and Medicine,  vol. 59,  pp. 125-133, 2015

[publication]Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. , "Development of a Flexible Language for Disturbance Description for Multi-Robot Missions", Journal of Simulation, 2015

[publication]Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu , "CYP2D6*4 polymorphism: a new marker of response to hormonotherapy in male breast cancer?", The Breast,  vol. 24,  pp. 481-486, 2015

[publication]Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "Beyond Interactive Evolution: Expressing Intentions Through Fitness Functions", Leonardo, 2015

[publication]Santos, M. and Pedro Henriques Abreu and Gárcia-Laencina, P.J. and Simão, A. and Carvalho, A. , "A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients", Journal of Biomedical Informatics,  vol. 58,  pp. 49-59, 2015

[publication]Pedro Henriques Abreu and Daniel Castro Silva and Amaro, H. and Magalhães, R. , "Identification of Residential Energy Consumption Behaviours", Journal of Energy Engineering,  vol. 142,  pp. 10, 2015

[publication]Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu , "Male Breast Cancer: Looking for better prognostic subgroups", The Breast, 2015

[publication]Miriam Seoane Santos and Pedro Henriques Abreu and Gárcia-Laencina, P.J. and Simão, A. and Carvalho, A. , " A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients ", Journal of Biomedical Informatics,  vol. 58,  pp. 49-59, 2015

2014(6 publications)
[publication]Pedro Henriques Abreu and Daniel Castro Silva and Portela, J. and Mendes-Moreira, J. and Reis, L.P. , "Using Model-Based Collaborative Filtering Techniques to Recommend the Expected Best Strategy to Defeat a Simulated Soccer Opponent", IDA – Intelligent Data Analysis ,  vol. 18,  pp. 973-991, 2014

[publication]Pedro Henriques Abreu and Xavier, J. and Daniel Castro Silva and Reis, L.P. and Petry, M. , "Using Kalman Filters to Reduce Noise from RFID Location System,", The Scientific World Journal,  vol. 2014, 2014
[citation][year=2014]Adikaram, K. K. L. B. and Hussein, M. A. and Effenberger, M. and Becker, T. Outlier Detection Method in Linear Regression Based on Sum of Arithmetic Progression, Scientific World Journal, Volume 2014, 12 pages
[citation][year=2014]Sanda, B. J. Improved Accuracy in Real-Time RFID Localization Systems Using Kalman Filtering, Masther Thesis, Western Michigan University

[publication]Pedro Henriques Abreu and Daniel Castro Silva and Almeida, F. and Mendes-Moreira, J. , "Improving a Simulated Soccer Team Performance Through a Collaborative Filtering Approach", Applied Soft Computing,  vol. 23,  pp. 180-193, 2014

[publication]Dias, J.C. and Penousal Machado and Daniel Castro Silva and Pedro Henriques Abreu , "An Inverted Ant Colony Optimization approach to Traffic", Engineering Applications of Artificial Intelligence,  vol. 36,  pp. 122-133, 2014
[citation][year=2015]Towards the User Equilibrium in Traffic Assignment Using GRASP with Path Relinking
GO Ramos, ALC Bazzan - Proceedings of the 2015 on Genetic and …, 2015 - dl.acm.org
[citation][year=2015][PDF] Comparative Study of Metaheuristics for the Curve-Fitting Problem: Modeling Neurotransmitter Diffusion and Synaptic Receptor Activation
J Montes, A LaTorre, S Muelas… - …, 2015 - downloads.hindawi.com

[publication]Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. , "Development of a Flexible Language for Mission Description for Multi- Robot Missions", Information Sciences Journal,  vol. 288,  pp. 27-44, 2014

[publication]Cravo, J. and Almeida, F. and Pedro Henriques Abreu and Reis, L.P. and Lau, N. and Mota, L. , "Strategy planner: Graphical definition of soccer set-plays", Data & Knowledge Engineering,  vol. 94,  pp. 110-131, 2014

2013(1 publication)
[publication]Pedro Henriques Abreu and Daniel Castro Silva and Mendes-Moreira, J. and Reis, L.P. and Garganta, J. , "Using Multivariate Adaptive Regression Splines in the Construction of Simulated Soccer Team's Behavior Models", International Journal of Computational Intelligence,  vol. 6,  pp. 893-910, 2013
[citation][year=2014]Ali, M.Z. and Morghem, A. and Albadarneh, J. and Al-Gharaibeh, R. and Suganthan, P.N. and Reynolds, R.G..Cultural Algorithms applied to the evolution of robotic soccer team tactics: A novel perspective, 2014 IEEE Congress on Evolutionary Computation (CEC), pp. 2180-2187.
[citation][year=2014]Arasu, B. S. and Jeevananthan, M. and Thamaraiselvan, N. and Janarthanan, B. Performances of data mining techniques in forecasting stock index – evidence from India and US, J.Natn.Sci.Foundation Sri Lanka 2014 42 (2): 177-191.
[citation][year=2014]Ali, M.Z. and Morghem, A. and Albadarneh, J. and Al-Gharaibeh, R. and Suganthan, P.N. and Reynolds, R.G..Cultural Algorithms applied to the evolution of robotic soccer team tactics: A novel perspective, 2014 IEEE Congress on Evolutionary Computation (CEC), pp. 2180-2187.
[citation][year=2014]Arasu, B. S. and Jeevananthan, M. and Thamaraiselvan, N. and Janarthanan, B. Performances of data mining techniques in forecasting stock index – evidence from India and US, J.Natn.Sci.Foundation Sri Lanka 2014 42 (2): 177-191.

2012(1 publication)
[publication]Almeida, F. and Pedro Henriques Abreu and Lau, N. and Reis, L.P. , "An automatic approach to extract goal plans from soccer simulated matches", Soft Computing - A Fusion of Foundations, Methodologies and Applications,  vol. 17,  pp. 835-848, 2012
[citation][year=2014]Ali, M.Z. and Morghem, A. and Albadarneh, J. and Al-Gharaibeh, R. and Suganthan, P.N. and Reynolds, R.G.. Cultural Algorithms applied to the evolution of robotic soccer team tactics: A novel perspective, 2014 IEEE Congress on Evolutionary Computation (CEC), pp.2180 - 2187, 2014
[citation][year=2014]Barrett, S.l R. Making Friends on the Fly: Advances in Ad Hoc Teamwork, Ph.D. Thesis, The University of Texas at Austin December 2014.

Conference Articles
2019(4 publications)
[publication]Ricardo Cardoso Pereira and Pedro Henriques Abreu and Polisciuc, E. and Penousal Machado , "A Data Visualization Approach for Intersection Analysis using AIS Data", in Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2019) - Volume 3: IVAPP, 2019

[publication]Martins, N. and Cruz, J.M. and Tiago Cruz and Pedro Henriques Abreu , "Analysing the Footprint of Classifiers in Adversarial Denial of Service Contexts", in in Proc of 19th EPIA Conference on Artificial Intelligence, Vila Real, Portugal, September 3rd-6th, 2019, 2019

[publication]Ricardo Cardoso Pereira and Miriam Seoane Santos and Rodrigues, P.P. and Pedro Henriques Abreu , "MNAR Imputation with Distributed Healthcare Data", in 19th EPIA Conference on Artificial Intelligence, 2019

[publication]Marques, F. and Inês Domingues and Amorim, J.P.P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Evaluation of Oversampling Data Balancing Techniques in the Context of Ordinal Classification", in 2018 International Joint Conference on Neural Networks (IJCNN), 2019

2018(10 publications)
[publication]Frazão, I. and Pedro Henriques Abreu and Tiago Cruz and Araújo, H. and Simões, P. , "Denial of Service Attacks: Detecting the frailties of machine learning algorithms in the Classication Process", in 13th International Conference on Critical Information Infrastructures Security (CRITIS 2018), ed. Springer, Kaunas, Lithuania, September 24-26, 2018, Springer series on Security and Cryptology , 2018
[citation][year=2020]Abiodun Ayodeji, Yong-kuo Liu , "Machine Learning -based process control monitoring and cyber security: Similarities, conflicts and limitations", in Proc. of International Conference on Nuclear Security 2020,  Vienna, Austria, February 2020.
[citation][year=2020]Anthi, E., Williams, L., Rhode, M., Burnap, P., & Wedgbury, A. (2020). Adversarial Attacks on Machine Learning Cybersecurity Defences in Industrial Control Systems. arXiv preprint arXiv:2004.05005.
[citation][year=2019]A. Giuseppi, A. Tortorelli, R. Germanà, F. Liberati and A. Fiaschetti, "Securing Cyber-Physical Systems: An Optimization Framework based on OSSTMM and Genetic Algorithms," 2019 27th Mediterranean Conference on Control and Automation (MED), Akko, Israel, 2019, pp. 50-56. DOI: 10.1109/MED.2019.8798506

[publication]Inês Domingues and Martins, P. and Pedro Henriques Abreu , "Registration of CT with PET: a comparison of intensity-based approaches", in International Workshop on Combinatorial Image Analysis (IWCIA), 2018

[publication]Inês Domingues and Pedro Henriques Abreu , "BI-RADS classification of breast cancer: a new pre-processing pipeline for deep models training", in IEEE International Conference on Image Processing (ICIP), 2018

[publication]Inês Domingues and Amorim, J.P.P. and Pedro Henriques Abreu , "Evaluation of oversampling data balancing techniques in the context of ordinal classification", in International Joint Conference on Neural Networks (IJCNN), 2018

[publication]Amorim, J.P.P. and Inês Domingues and Pedro Henriques Abreu , "Interpreting Deep Learning Models for Ordinal Problems", in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2018

[publication]Costa, S. and Miriam Seoane Santos and Pedro Henriques Abreu and Pessoa, T. and Gomes, A. , "The role of computer programming as a partner in the English classroom", in EdMedia: World Conference on Educational Media and Technology, pp.1113-1122, 2018

[publication]Pedro Henriques Abreu and Martins, P. and Penousal Machado and Arrais, J.P. and Gomes, A. , "The Relationship Between Learning Styles and Creativity Students: An Information Visualization Class Case Study", in EdMedia: World Conference on Educational Media and Technology, pp.1246-1255, 2018

[publication]Soares, J.P. and Miriam Seoane Santos and Pedro Henriques Abreu and Araújo, H. and Santos, J. , "Exploring the Effects of Data Distribution in Missing Data Imputation", in International Symposium on Intelligent Data Analysis, pp. 251-263, 2018

[publication]Mercier, M. and Miriam Seoane Santos and Pedro Henriques Abreu and Soares, C. and Soares, J.P. and Santos, J. , "Analysing the footprint of classifiers in overlapped and imbalanced contexts", in International Symposium on Intelligent Data Analysis, pp. 200-212, 2018

[publication]Costa, A. and Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu , "Missing Data Imputation via Denoising Autoencoders: the untold story", in International Symposium on Intelligent Data Analysis, pp. 87-98, 2018

2017(1 publication)
[publication]Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Santos, J. , " Influence of Data Distribution in Missing Data Imputation", in Artificial Intelligence in Medicine in Europe (AIME), 2017

2016(2 publications)
[publication]Maia, A. and Cunha, T. and Soares, C. and Pedro Henriques Abreu , "TweeProfiles3: visualization of spatio-temporal patterns on Twitter", in 4th World Conference on Information Systems and Technologies, 2016

[publication]Gomes, A. and Correia, F.B. and Pedro Henriques Abreu , "Types of assessing student-programming knowledge", in Proceedings of 44th ASEE/IEEE Frontiers in Education Conference (FIE’16), 2016

2015(1 publication)
[publication]Simão, A. and Silva, R. and Correia, P. and Santos, M. and Pedro Henriques Abreu and Alberto Cardoso and Carvalho, A. , "Carcinoma Hepatocelular: Heterogeneidade do Estádio Avançado BCLC", in Congresso Português de Hepatologia 2015 - 18 ª Reunião Anual da APEF, 2015

2014(8 publications)
[publication]Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. and Afonso, N. and António Dourado , "Overall Survival Prediction for Women Breast Cancer using Ensemble Methods and Incomplete Clinical Data", in Medicon 2013 - XIII Mediterranean Conference on Medical and Biological Engineering and Computing, 2014
[citation][year=2015]A semi-supervised method for predicting cancer survival using incomplete clinical data
HR Hassanzadeh, JH Phan… - Engineering in Medicine …, 2015 - ieeexplore.ieee.org
[citation][year=2015][HTML] Development of Piggy-bank Robot Duck
J Runji - 2015 - pc01.lib.ntust.edu.tw

[publication]Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. , "Personalizing Breast Cancer Patients with Heterogeneous Data", in IFMBE International Conference on Health Informatics, 2014

[publication]Pereira, F. and Daniel Castro Silva and Pedro Henriques Abreu , "Augmented Reality Mobile Tourism Application", in World Conference on Information Systems and Technologies (WorldCIST’14), pp. 175 – 185, 2014

[publication]Simões, D. and Pedro Henriques Abreu and Daniel Castro Silva , "MusE Central: A Data Aggregation System for Music Events", in World Conference on Informa- tion Systems and Technologies (WorldCIST’14), pp. 187 – 197, 2014

[publication]Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "Feature Selection and Novelty in Computational Aesthetics", in 3rd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, pp. 133–144 (Best Paper Award), 2014

[publication]Câmara, Á. and Daniel Castro Silva and Pedro Henriques Abreu and Oliveria, E. , "Comparing a Centralized and Decentralized Multi-Agent Approaches to Air Traffic Control", in  28th European Simulation and Modelling Conference (ESM'2014),pp.189-193, 2014

[publication]Santos, M. and Amaro, H. and Alberto Cardoso and Pedro Henriques Abreu and Simão, A. and Carvalho, A. , "Identificação de Perfis de Doentes com Carcinoma Hepatocelular através de um método de Agrupamento Hierárquico", in Congresso Português de Hepatologia 2014 - 17 ª Reunião Anual da APEF, 2014

[publication]Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "An Interface for Fitness Function Design", in Evolutionary and Biologically Inspired Music, Sound, Art and Design, 2014

2013(1 publication)
[publication]Dias, J.C. and Pedro Henriques Abreu and Daniel Castro Silva and Fernandes, G. and Penousal Machado and Leitão, A.P.d.A. , "Preparing data for urban traffic simulation using sumo", in SUMO 2013: the First SUMO User Conference, May 15–17 2013, Berlin, Germany, May, 2013

2012(1 publication)
[publication]Santos, J. and Alves, A. and Pereira, F.C. and Pedro Henriques Abreu , "Semantic Enrichment of Places for the Portuguese Language", in INForum2012, 2012
[citation][year=2017]Peixoto, J. J. L. (2017). Da Observação à Trajetória: formalização de uma estrutura de informação espaçotemporal.
[citation][year=2015]Katerina, Papantoniou, et al. "LeveragingWeb 2.0 for Informed Real-Estate Services." EGC. 2015.
[citation][year=2014]Hugo Gonçalo Oliveira:
On the Utility of Portuguese Term-Based Lexical-Semantic Networks. PROPOR 2014: 176-182
[citation][year=2012]Oliveira, Hugo Gonçalo. Onto. PT: Towards the automatic construction of a lexical ontology for Portuguese. Diss. Ph. D. thesis, Univ. of Coimbra/Faculty of Science and Technology, 2012.

MSc Theses
2014(1 publication)
[publication]Santos, M. and Alberto Cardoso and Pedro Henriques Abreu , "Sistema de Apoio à Análise e ao Tratamento de Doentes com Carcinoma Hepatocelular", 2014