People
Ivo Gonçalves
Home Page
https://orcid.org/0000-0002-5336-7768Member
Evolutionary and Complex SystemsResearch interests
Evolutionary ComputationMachine Learning
Deep Learning
Neuroevolution
Genetic Programming
Artificial Intelligence
Journal Articles
2020
(2 publications)- Lapa, P. and Castelli, M. and Ivo Gonçalves and Sala, E. and Rundo, L. , "A Hybrid End-to-End Approach Integrating Conditional Random Fields into CNNs for Prostate Cancer Detection on MRI", Applied Sciences, vol. 10, pp. 338-356, 2020 [ DOI ]
- Manzoni, L. and Bartoli, A. and Castelli, M. and Ivo Gonçalves and Medvet, E. , "Specializing Context-Free Grammars with a (1 + 1)-EA", IEEE Transactions on Evolutionary Computation, pp. 1-1, 2020 [ DOI ]
2019
(1 publication)- Ivo Gonçalves and Gomes, Á. and Antunes, C.H. , "Optimizing the management of smart home energy resources under different power cost scenarios", Applied Energy, vol. 242, pp. 351-363, 2019 [ DOI ]
2018
(3 publications)- Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Giansanti, V. and Merelli, I. , "Improving eQTL Analysis using a Machine Learning Approach for Data Integration: a Logistic Model Tree Solution", Journal of Computational Biology, 2018 [ DOI ]
- Medvet, E. and Virgolin, M. and Castelli, M. and Bosman, P.A.N. and Ivo Gonçalves and Tušar, T. , "Unveiling Evolutionary Algorithm Representation with DU Maps", Genetic Programming and Evolvable Machines, 2018 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Henriques, R. and Ramazzotti, D. , "Learning the structure of Bayesian Networks: A quantitative assessment of the effect of different algorithmic schemes", Complexity, 2018 [ DOI ]
2017
(2 publications)- Castelli, M. and Ivo Gonçalves and Trujillo, L. and Popovi?, A. , "An evolutionary system for ozone concentration forecasting", Information Systems Frontiers, pp. 1123-1132, 2017 [ DOI ]
- Castelli, M. and Trujillo, L. and Ivo Gonçalves and Popovi?, A. , "An evolutionary system for the prediction of high performance concrete strength based on semantic genetic programming", Computers and Concrete, vol. 19, pp. 651-658, 2017 [ DOI ]
Conference Articles
2019
(4 publications)- Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. , "Enhancing Classification Performance of Convolutional Neural Networks for Prostate Cancer Detection on Magnetic Resonance Images: a Study with the Semantic Learning Machine", in Genetic and Evolutionary Computation Conference, 2019 [ DOI ]
- Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. , "Semantic Learning Machine Improves the CNN-Based Detection of Prostate Cancer in Non-Contrast-Enhanced MRI", in Genetic and Evolutionary Computation Conference, 2019 [ DOI ]
- Reis, I.F.G. and Ivo Gonçalves and Lopes, M.A.R. and Antunes, C.H. , "Residential demand-side flexibility in energy communities: a combination of optimization and agent modeling approaches", in International Conference on Smart Energy Systems and Technologies (SEST), 2019 [ DOI ]
- Rasouli, V. and Ivo Gonçalves and Antunes, C.H. and Gomes, Á. , "A Comparison of MILP and Metaheuristic Approaches for Implementation of Home Energy Management System under Dynamic Tariffs", in International Conference on Smart Energy Systems and Technologies (SEST), 2019 [ DOI ]
2018
(5 publications)- Castelli, M. and Ivo Gonçalves and Manzoni, L. and Vanneschi, L. , "Pruning Techniques for Mixed Ensembles of Genetic Programming Models", in 21st European Conference on Genetic Programming (EuroGP 2018), 2018 [ DOI ]
- Ricardo, H. and Ivo Gonçalves and Costa, A.C. , "Forecasting tourism demand for Lisbon’s region through a data mining approach", in IADIS International Conference on Information Systems, 2018
- Ivo Gonçalves and Gomes, Á. and Antunes, C.H. , "Optimizing Residential Energy Resources with an Improved Multi-Objective Genetic Algorithm based on Greedy Mutations", in Genetic and Evolutionary Computation Conference, 2018 [ DOI ]
- Jagusch, J. and Ivo Gonçalves and Castelli, M. , "Neuroevolution under Unimodal Error Landscapes: An Exploration of the Semantic Learning Machine Algorithm", in Genetic and Evolutionary Computation Conference, 2018 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Ramazzotti, D. , "A quantitative assessment of the effect of different algorithmic schemes to the task of learning the structure of Bayesian Networks", in International conference on Computational Intelligence methods for Bioinformatics and Biostatistics, 2018
2017
(4 publications)- Vanneschi, L. and Castelli, M. and Ivo Gonçalves and Manzoni, L. and Sara Silva , "Geometric Semantic Genetic Programming for Biomedical Applications: A State of the Art Upgrade", in IEEE Congress on Evolutionary Computation, 2017 [ DOI ]
- Goribar-Jimenez, C. and Maldonado, Y. and Trujillo, L. and Castelli, M. and Ivo Gonçalves and Vanneschi, L. , "Towards the development of a complete GP system on an FPGA using geometric semantic operators", in IEEE Congress on Evolutionary Computation, 2017 [ DOI ]
- Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. , "Unsure When to Stop? Ask Your Semantic Neighbors", in Genetic and Evolutionary Computation Conference, 2017 [ DOI ]
- Vanneschi, L. and Castelli, M. and Manzoni, L. and Krawiec, K. and Moraglio, A. and Sara Silva and Ivo Gonçalves , "PSXO - Population-Wide Semantic Crossover", in Genetic and Evolutionary Computation Conference, 2017 [ DOI ]
2016
(4 publications)- Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. , "Arbitrarily Close Alignments in the Error Space: A Geometric Semantic Genetic Programming Approach", in Genetic and Evolutionary Computation Conference, 2016 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Merelli, I. and Ramazzotti, D. , "Combining Bayesian Approaches and Evolutionary Techniques for the Inference of Breast Cancer Networks", in International Conference on Evolutionary Computation Theory and Applications, 2016 [ DOI ]
- Castelli, M. and Manzoni, L. and Ivo Gonçalves and Vanneschi, L. and Trujillo, L. and Sara Silva , "An Analysis of Geometric Semantic Crossover: A Computational Geometry Approach", in International Conference on Evolutionary Computation Theory and Applications, 2016 [ DOI ]
- Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Merelli, I. , "A Logistic Model Tree based Approach for eQTL Data Prediction Integration", in International conference on Computational Intelligence methods for Bioinformatics and Biostatistics, 2016
2015
(2 publications)- Ivo Gonçalves and Sara Silva and Fonseca, C.M. , "On the Generalization Ability of Geometric Semantic Genetic Programming", in 18th European Conference on Genetic Programming (EuroGP 2015), 2015 [ DOI ]
- Ivo Gonçalves and Sara Silva and Fonseca, C.M. , "Semantic Learning Machine: A Feedforward Neural Network Construction Algorithm Inspired by Geometric Semantic Genetic Programming", in 17th Portuguese Conference on Artificial Intelligence (EPIA 2015), 2015 [ DOI ]
2013
(2 publications)- Ivo Gonçalves and Sara Silva , "Balancing Learning and Overfitting in Genetic Programming with Interleaved Sampling of Training Data", in 16th European Conference on Genetic Programming (EuroGP 2013), 2013 [ DOI ]
- Sara Silva and Ingalalli, V. and Vinga, S. and Carreiras, J.M.B. and Melo, J. and Castelli, M. and Vanneschi, L. and Ivo Gonçalves and Caldas, J. , "Prediction of Forest Aboveground Biomass: An Exercise on Avoiding Overfitting", in EvoApplications, 2013 [ DOI ]
2012
(1 publication)- Ivo Gonçalves and Sara Silva and Melo, J. and Carreiras, J.M.B. , "Random Sampling Technique for Overfitting Control in Genetic Programming", in 15th European Conference on Genetic Programming (EuroGP 2012), 2012 [ DOI ]
2011
(2 publications)- Ribeiro, B. and Ivo Gonçalves and Santos, S. and Kovacec, A. , "Deep Learning Networks for Off-Line Handwritten Signature Recognition", in 16th Iberoamerican Congress on Pattern Recognition, C. San Martin and S.-W. Kim (Eds.): CIARP 2011, LNCS 7042, pp. 523-532, 2011. Springer-Verlag Berlin Heidelberg 2011, 2011 [ DOI ]
- Ivo Gonçalves and Sara Silva , "Experiments on Controlling Overfitting in Genetic Programming", in Local proceedings of the 15th Portuguese Conference on Artificial Intelligence (EPIA 2011), 2011