@article{cisuc-6140-2020, author={Martins, N. and Cruz, J.M. and Tiago Cruz and Pedro Henriques Abreu }, title={Adversarial Machine Learning applied to Intrusion and Malware Scenarios: a systematic review}, journal={IEEE Access}, number={n/a}, pages={n/a}, year=2020, address={n/a}, } @article{cisuc-5773-2019, author={Miriam Seoane Santos and Ricardo Cardoso Pereira and Costa, A. and Soares, J.P. and Santos, J. and Pedro Henriques Abreu }, title={Generating Synthetic Missing Data: A Review by Missing Mechanism}, journal={IEEE Access}, volume={7}, number={n/a}, pages={11651--11667}, year=2019, address={n/a}, } @article{cisuc-5902-2019, author={Inês Domingues and Duarte, H. and Santos, J. and Pedro Henriques Abreu }, title={Computer vision in esophageal cancer: a literature review}, journal={IEEE Access}, volume={7}, number={n/a}, pages={103080--103094}, year=2019, address={n/a}, } @article{cisuc-5903-2019, author={Inês Domingues and Pereira, G. and Martins, P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu }, title={Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET}, journal={Artificial Intelligence Review}, number={n/a}, pages={1--68}, year=2019, address={n/a}, } @article{cisuc-5641-2018, author={Miriam Seoane Santos and Pedro Henriques Abreu and , G.R. and Gárcia-Laencina, P.J. }, title={Improving the Classifier Performance in Motor Imagery Task Classification: What are the steps in the classification process that we should worry about?}, journal={ International Journal of Computational Intelligence Systems}, volume={11}, number={1}, pages={1278--1293}, year=2018, address={n/a}, } @article{cisuc-5642-2018, author={Pedro Henriques Abreu and Daniel Castro Silva and Gomes, A. }, title={Multiple Choice Questions In Programming Courses: Can We Use Them And Are Students Motivated By Them? (To appear)}, journal={ACM Transactions on Computing Education}, number={n/a}, pages={n/a}, year=2018, address={n/a}, } @article{cisuc-5643-2018, author={Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Araújo, H. and Santos, J. }, title={Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches}, journal={IEEE Computational Intelligence Magazine}, volume={13}, number={4}, pages={59--76}, year=2018, address={n/a}, } @article{cisuc-4846-2017, author={Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. }, title={An Artificial Neural Networks Approach for Automatic Assessment of Treatment Response in Oncological Patients using PET/CT images}, journal={BMC Medical Imaging}, volume={17}, pages={n/a}, number={1}, year=2017, address={n/a}, } @article{cisuc-4810-2016, author={Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu }, title={Male breast cancer: Looking for better prognostic subgroups}, journal={The Breast}, volume={26}, number={n/a}, pages={18--24}, year=2016, address={n/a}, } @article{cisuc-4811-2016, author={Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. }, title={Development of Flexible Languages for Scenario and Team Description in Multi-Robot Missions}, journal={Journal of Artificial Intelligence for Engineering Design}, number={n/a}, pages={180}, year=2016, address={n/a}, } @article{cisuc-4812-2016, author={Abreu, M.H. and Pedro Henriques Abreu and Afonso, N. }, title={Patterns of Recurrence and Treatment in Male Breast Cancer: A Clue to Prognosis?}, journal={International Journal of Cancer}, volume={139}, number={8}, pages={1715--1720}, year=2016, address={n/a}, } @article{cisuc-4813-2016, author={Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. }, title={Image Descriptors in Healthcare Contexts: A Systematic Review}, journal={Artificial Intelligence Review}, number={n/a}, pages={290}, year=2016, address={n/a}, } @article{cisuc-4814-2016, author={Pedro Henriques Abreu and Santos, M. and Abreu, M.H. and Daniel Castro Silva }, title={Predicting Breast Cancer Recurrence using Machine Learning Techniques: A Systematic Review}, journal={Journal Of ACM Computing Surveys}, volume={49}, number={3}, pages={1--40}, year=2016, address={n/a}, } @article{cisuc-5198-2016, author={Pedro Henriques Abreu and Miriam Seoane Santos and Abreu, M.H. and Daniel Castro Silva }, title={ Predicting Breast Cancer Recurrence Using Machine Learning Techniques: A Systematic Review}, journal={ACM Computing Surveys (CSUR)}, volume={49}, number={3}, pages={1--40}, year=2016, address={n/a}, } @article{cisuc-4411-2015, author={Gárcia-Laencina, P.J. and Pedro Henriques Abreu and Abreu, M.H. and Afonso, N. }, title={Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values}, journal={CBM - Computers in Biology and Medicine}, volume={59}, number={2015}, pages={125--133}, year=2015, address={n/a}, } @article{cisuc-4412-2015, author={Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. }, title={Development of a Flexible Language for Disturbance Description for Multi-Robot Missions}, journal={Journal of Simulation}, number={n/a}, pages={n/a}, year=2015, address={n/a}, } @article{cisuc-4413-2015, author={Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu }, title={CYP2D6*4 polymorphism: a new marker of response to hormonotherapy in male breast cancer?}, journal={The Breast}, volume={24}, number={4}, pages={481--486}, year=2015, address={n/a}, } @article{cisuc-4414-2015, author={Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu }, title={Beyond Interactive Evolution: Expressing Intentions Through Fitness Functions}, journal={Leonardo}, number={n/a}, pages={n/a}, year=2015, address={n/a}, } @article{cisuc-4415-2015, author={Santos, M. and Pedro Henriques Abreu and Gárcia-Laencina, P.J. and Simão, A. and Carvalho, A. }, title={A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients}, journal={Journal of Biomedical Informatics}, volume={58}, number={2015}, pages={49--59}, year=2015, address={n/a}, } @article{cisuc-4416-2015, author={Pedro Henriques Abreu and Daniel Castro Silva and Amaro, H. and Magalhães, R. }, title={Identification of Residential Energy Consumption Behaviours}, editor={(To Appear)}, journal={Journal of Energy Engineering}, volume={142}, number={4}, pages={100}, year=2015, address={n/a}, } @article{cisuc-4417-2015, author={Abreu, M.H. and Afonso, N. and Pedro Henriques Abreu }, title={Male Breast Cancer: Looking for better prognostic subgroups}, journal={The Breast}, number={n/a}, pages={n/a}, year=2015, address={n/a}, } @article{cisuc-5197-2015, author={Miriam Seoane Santos and Pedro Henriques Abreu and Gárcia-Laencina, P.J. and Simão, A. and Carvalho, A. }, title={ A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients }, journal={Journal of Biomedical Informatics}, volume={58}, number={n/a}, pages={49--59}, year=2015, address={n/a}, } @article{cisuc-3427-2014, author={Pedro Henriques Abreu and Daniel Castro Silva and Portela, J. and Mendes-Moreira, J. and Reis, L.P. }, title={Using Model-Based Collaborative Filtering Techniques to Recommend the Expected Best Strategy to Defeat a Simulated Soccer Opponent}, journal={IDA – Intelligent Data Analysis }, volume={18}, number={5}, pages={973--991}, year=2014, address={n/a}, } @article{cisuc-3909-2014, author={Pedro Henriques Abreu and Xavier, J. and Daniel Castro Silva and Reis, L.P. and Petry, M. }, title={Using Kalman Filters to Reduce Noise from RFID Location System,}, journal={The Scientific World Journal}, volume={2014}, pages={n/a}, number={9}, year=2014, address={n/a}, } @article{cisuc-3910-2014, author={Pedro Henriques Abreu and Daniel Castro Silva and Almeida, F. and Mendes-Moreira, J. }, title={Improving a Simulated Soccer Team Performance Through a Collaborative Filtering Approach}, journal={Applied Soft Computing}, volume={23}, number={n/a}, pages={180--193}, year=2014, address={n/a}, } @article{cisuc-3911-2014, author={Dias, J.C. and Penousal Machado and Daniel Castro Silva and Pedro Henriques Abreu }, title={An Inverted Ant Colony Optimization approach to Traffic}, journal={Engineering Applications of Artificial Intelligence}, volume={36}, number={n/a}, pages={122--133}, year=2014, address={n/a}, } @article{cisuc-3912-2014, author={Daniel Castro Silva and Pedro Henriques Abreu and Reis, L.P. and Oliveria, E. }, title={Development of a Flexible Language for Mission Description for Multi- Robot Missions}, journal={Information Sciences Journal}, volume={288}, number={n/a}, pages={27--44}, year=2014, address={n/a}, } @article{cisuc-4076-2014, author={Cravo, J. and Almeida, F. and Pedro Henriques Abreu and Reis, L.P. and Lau, N. and Mota, L. }, title={Strategy planner: Graphical definition of soccer set-plays}, journal={Data & Knowledge Engineering}, volume={94}, number={n/a}, pages={110--131}, year=2014, address={n/a}, } @article{cisuc-3428-2013, author={Pedro Henriques Abreu and Daniel Castro Silva and Mendes-Moreira, J. and Reis, L.P. and Garganta, J. }, title={Using Multivariate Adaptive Regression Splines in the Construction of Simulated Soccer Team's Behavior Models}, journal={International Journal of Computational Intelligence}, volume={6}, number={5}, pages={893--910}, year=2013, address={n/a}, } @article{cisuc-3201-2012, author={Almeida, F. and Pedro Henriques Abreu and Lau, N. and Reis, L.P. }, title={An automatic approach to extract goal plans from soccer simulated matches}, editor={DOI 10.1007/s00500-012-0952-z}, journal={Soft Computing - A Fusion of Foundations, Methodologies and Applications}, volume={17}, number={5}, pages={835--848}, year=2012, address={n/a}, } @inproceedings{cisuc-5784-2019, author={Ricardo Cardoso Pereira and Pedro Henriques Abreu and Polisciuc, E. and Penousal Machado }, title={A Data Visualization Approach for Intersection Analysis using AIS Data}, booktitle={Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2019) - Volume 3: IVAPP}, year=2019, address={n/a}, } @inproceedings{cisuc-5821-2019, author={Martins, N. and Cruz, J.M. and Tiago Cruz and Pedro Henriques Abreu }, title={Analysing the Footprint of Classifiers in Adversarial Denial of Service Contexts}, booktitle={in Proc of 19th EPIA Conference on Artificial Intelligence, Vila Real, Portugal, September 3rd-6th, 2019}, year=2019, address={n/a}, } @inproceedings{cisuc-5833-2019, author={Ricardo Cardoso Pereira and Miriam Seoane Santos and Rodrigues, P.P. and Pedro Henriques Abreu }, title={MNAR Imputation with Distributed Healthcare Data}, booktitle={19th EPIA Conference on Artificial Intelligence}, year=2019, address={n/a}, } @inproceedings{cisuc-6122-2019, author={Marques, F. and Inês Domingues and Amorim, J.P.P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu }, title={Evaluation of Oversampling Data Balancing Techniques in the Context of Ordinal Classification}, booktitle={2018 International Joint Conference on Neural Networks (IJCNN)}, year=2019, address={n/a}, } @inproceedings{cisuc-5473-2018, author={Frazão, I. and Pedro Henriques Abreu and Tiago Cruz and Araújo, H. and Simões, P. }, title={Denial of Service Attacks: Detecting the frailties of machine learning algorithms in the Classication Process}, booktitle={13th International Conference on Critical Information Infrastructures Security (CRITIS 2018), ed. Springer, Kaunas, Lithuania, September 24-26, 2018, Springer series on Security and Cryptology }, year=2018, address={n/a}, } @inproceedings{cisuc-5582-2018, author={Inês Domingues and Martins, P. and Pedro Henriques Abreu }, title={Registration of CT with PET: a comparison of intensity-based approaches}, booktitle={International Workshop on Combinatorial Image Analysis (IWCIA)}, year=2018, address={n/a}, } @inproceedings{cisuc-5583-2018, author={Inês Domingues and Pedro Henriques Abreu }, title={BI-RADS classification of breast cancer: a new pre-processing pipeline for deep models training}, booktitle={IEEE International Conference on Image Processing (ICIP)}, year=2018, address={n/a}, } @inproceedings{cisuc-5585-2018, author={Inês Domingues and Amorim, J.P.P. and Pedro Henriques Abreu }, title={Evaluation of oversampling data balancing techniques in the context of ordinal classification}, booktitle={International Joint Conference on Neural Networks (IJCNN)}, year=2018, address={n/a}, } @inproceedings{cisuc-5592-2018, author={Amorim, J.P.P. and Inês Domingues and Pedro Henriques Abreu }, title={Interpreting Deep Learning Models for Ordinal Problems}, booktitle={European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning}, year=2018, address={n/a}, } @inproceedings{cisuc-5644-2018, author={Costa, S. and Miriam Seoane Santos and Pedro Henriques Abreu and Pessoa, T. and Gomes, A. }, title={The role of computer programming as a partner in the English classroom}, booktitle={EdMedia: World Conference on Educational Media and Technology, pp.1113-1122}, year=2018, address={n/a}, } @inproceedings{cisuc-5645-2018, author={Pedro Henriques Abreu and Martins, P. and Penousal Machado and Arrais, J.P. and Gomes, A. }, title={The Relationship Between Learning Styles and Creativity Students: An Information Visualization Class Case Study}, booktitle={EdMedia: World Conference on Educational Media and Technology, pp.1246-1255}, year=2018, address={n/a}, } @inproceedings{cisuc-5646-2018, author={Soares, J.P. and Miriam Seoane Santos and Pedro Henriques Abreu and Araújo, H. and Santos, J. }, title={Exploring the Effects of Data Distribution in Missing Data Imputation}, booktitle={International Symposium on Intelligent Data Analysis, pp. 251-263}, year=2018, address={n/a}, } @inproceedings{cisuc-5647-2018, author={Mercier, M. and Miriam Seoane Santos and Pedro Henriques Abreu and Soares, C. and Soares, J.P. and Santos, J. }, title={Analysing the footprint of classifiers in overlapped and imbalanced contexts}, booktitle={International Symposium on Intelligent Data Analysis, pp. 200-212}, year=2018, address={n/a}, } @inproceedings{cisuc-5648-2018, author={Costa, A. and Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu }, title={Missing Data Imputation via Denoising Autoencoders: the untold story}, booktitle={International Symposium on Intelligent Data Analysis, pp. 87-98}, year=2018, address={n/a}, } @inproceedings{cisuc-5199-2017, author={Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Santos, J. }, title={ Influence of Data Distribution in Missing Data Imputation}, booktitle={Artificial Intelligence in Medicine in Europe (AIME)}, year=2017, address={n/a}, } @inproceedings{cisuc-4418-2016, author={Maia, A. and Cunha, T. and Soares, C. and Pedro Henriques Abreu }, title={TweeProfiles3: visualization of spatio-temporal patterns on Twitter}, booktitle={4th World Conference on Information Systems and Technologies}, year=2016, address={n/a}, } @inproceedings{cisuc-4798-2016, author={Gomes, A. and Correia, F.B. and Pedro Henriques Abreu }, title={Types of assessing student-programming knowledge}, booktitle={Proceedings of 44th ASEE/IEEE Frontiers in Education Conference (FIE’16)}, year=2016, address={n/a}, } @inproceedings{cisuc-4180-2015, author={Simão, A. and Silva, R. and Correia, P. and Santos, M. and Pedro Henriques Abreu and Alberto Cardoso and Carvalho, A. }, title={Carcinoma Hepatocelular: Heterogeneidade do Estádio Avançado BCLC}, booktitle={Congresso Português de Hepatologia 2015 - 18 ª Reunião Anual da APEF}, year=2015, address={n/a}, } @inproceedings{cisuc-3447-2014, author={Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. and Afonso, N. and António Dourado }, title={Overall Survival Prediction for Women Breast Cancer using Ensemble Methods and Incomplete Clinical Data}, booktitle={Medicon 2013 - XIII Mediterranean Conference on Medical and Biological Engineering and Computing}, year=2014, address={n/a}, } @inproceedings{cisuc-3660-2014, author={Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. }, title={Personalizing Breast Cancer Patients with Heterogeneous Data}, booktitle={IFMBE International Conference on Health Informatics}, year=2014, address={n/a}, } @inproceedings{cisuc-3913-2014, author={Pereira, F. and Daniel Castro Silva and Pedro Henriques Abreu }, title={Augmented Reality Mobile Tourism Application}, booktitle={World Conference on Information Systems and Technologies (WorldCIST’14), pp. 175 – 185}, year=2014, address={n/a}, } @inproceedings{cisuc-3914-2014, author={Simões, D. and Pedro Henriques Abreu and Daniel Castro Silva }, title={MusE Central: A Data Aggregation System for Music Events}, booktitle={World Conference on Informa- tion Systems and Technologies (WorldCIST’14), pp. 187 – 197}, year=2014, address={n/a}, } @inproceedings{cisuc-3915-2014, author={Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu }, title={Feature Selection and Novelty in Computational Aesthetics}, booktitle={3rd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, pp. 133–144 (Best Paper Award)}, year=2014, address={n/a}, } @inproceedings{cisuc-4077-2014, author={Câmara, Á. and Daniel Castro Silva and Pedro Henriques Abreu and Oliveria, E. }, title={Comparing a Centralized and Decentralized Multi-Agent Approaches to Air Traffic Control}, booktitle={ 28th European Simulation and Modelling Conference (ESM'2014),pp.189-193}, year=2014, address={n/a}, } @inproceedings{cisuc-4125-2014, author={Santos, M. and Amaro, H. and Alberto Cardoso and Pedro Henriques Abreu and Simão, A. and Carvalho, A. }, title={Identificação de Perfis de Doentes com Carcinoma Hepatocelular através de um método de Agrupamento Hierárquico}, booktitle={Congresso Português de Hepatologia 2014 - 17 ª Reunião Anual da APEF}, year=2014, address={n/a}, } @inproceedings{cisuc-4858-2014, author={Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu }, title={An Interface for Fitness Function Design}, booktitle={Evolutionary and Biologically Inspired Music, Sound, Art and Design}, year=2014, address={n/a}, } @inproceedings{cisuc-3610-2013, author={Dias, J.C. and Pedro Henriques Abreu and Daniel Castro Silva and Fernandes, G. and Penousal Machado and Leitão, A.P.d.A. }, title={Preparing data for urban traffic simulation using sumo}, booktitle={SUMO 2013: the First SUMO User Conference, May 15–17 2013, Berlin, Germany, May}, year=2013, address={n/a}, } @inproceedings{cisuc-2991-2012, author={Santos, J. and Alves, A. and Pereira, F.C. and Pedro Henriques Abreu }, title={Semantic Enrichment of Places for the Portuguese Language}, booktitle={INForum2012}, year=2012, address={n/a}, }