@article{cisuc-5923-2020,
author={Lapa, P. and Castelli, M. and Ivo Gonçalves and Sala, E. and Rundo, L. },
title={A Hybrid End-to-End Approach Integrating Conditional Random Fields into CNNs for Prostate Cancer Detection on MRI},
journal={Applied Sciences},
volume={10},
number={1},
pages={338--356},
year=2020,
address={n/a},
}
@article{cisuc-6151-2020,
author={Manzoni, L. and Bartoli, A. and Castelli, M. and Ivo Gonçalves and Medvet, E. },
title={Specializing Context-Free Grammars with a (1 + 1)-EA},
journal={IEEE Transactions on Evolutionary Computation},
number={n/a},
pages={1--1},
year=2020,
address={n/a},
}
@article{cisuc-5780-2019,
author={Ivo Gonçalves and Gomes, Á. and Antunes, C.H. },
title={Optimizing the management of smart home energy resources under different power cost scenarios},
journal={Applied Energy},
volume={242},
number={n/a},
pages={351--363},
year=2019,
address={n/a},
}
@article{cisuc-5461-2018,
author={Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Giansanti, V. and Merelli, I. },
title={Improving eQTL Analysis using a Machine Learning Approach for Data Integration: a Logistic Model Tree Solution},
journal={Journal of Computational Biology},
number={n/a},
pages={n/a},
year=2018,
address={n/a},
}
@article{cisuc-5489-2018,
author={Medvet, E. and Virgolin, M. and Castelli, M. and Bosman, P.A.N. and Ivo Gonçalves and Tušar, T. },
title={Unveiling Evolutionary Algorithm Representation with DU Maps},
journal={Genetic Programming and Evolvable Machines},
number={n/a},
pages={n/a},
year=2018,
address={n/a},
}
@article{cisuc-5502-2018,
author={Beretta, S. and Castelli, M. and Ivo Gonçalves and Henriques, R. and Ramazzotti, D. },
title={Learning the structure of Bayesian Networks: A quantitative assessment of the effect of different algorithmic schemes},
journal={Complexity},
number={n/a},
pages={n/a},
year=2018,
address={n/a},
}
@article{cisuc-4783-2017,
author={Castelli, M. and Ivo Gonçalves and Trujillo, L. and Popovi?, A. },
title={An evolutionary system for ozone concentration forecasting},
journal={Information Systems Frontiers},
number={n/a},
pages={1123--1132},
year=2017,
address={n/a},
}
@article{cisuc-4843-2017,
author={Castelli, M. and Trujillo, L. and Ivo Gonçalves and Popovi?, A. },
title={An evolutionary system for the prediction of high performance concrete strength based on semantic genetic programming},
journal={Computers and Concrete},
volume={19},
number={6},
pages={651--658},
year=2017,
address={n/a},
}
@inproceedings{cisuc-5800-2019,
author={Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. },
title={Enhancing Classification Performance of Convolutional Neural Networks for Prostate Cancer Detection on Magnetic Resonance Images: a Study with the Semantic Learning Machine},
booktitle={Genetic and Evolutionary Computation Conference},
year=2019,
address={n/a},
}
@inproceedings{cisuc-5802-2019,
author={Lapa, P. and Ivo Gonçalves and Rundo, L. and Castelli, M. },
title={Semantic Learning Machine Improves the CNN-Based Detection of Prostate Cancer in Non-Contrast-Enhanced MRI},
booktitle={Genetic and Evolutionary Computation Conference},
year=2019,
address={n/a},
}
@inproceedings{cisuc-5810-2019,
author={Reis, I.F.G. and Ivo Gonçalves and Lopes, M.A.R. and Antunes, C.H. },
title={Residential demand-side flexibility in energy communities: a combination of optimization and agent modeling approaches},
booktitle={International Conference on Smart Energy Systems and Technologies (SEST)},
year=2019,
address={n/a},
}
@inproceedings{cisuc-5811-2019,
author={Rasouli, V. and Ivo Gonçalves and Antunes, C.H. and Gomes, Á. },
title={A Comparison of MILP and Metaheuristic Approaches for Implementation of Home Energy Management System under Dynamic Tariffs},
booktitle={International Conference on Smart Energy Systems and Technologies (SEST)},
year=2019,
address={n/a},
}
@inproceedings{cisuc-5392-2018,
author={Castelli, M. and Ivo Gonçalves and Manzoni, L. and Vanneschi, L. },
title={Pruning Techniques for Mixed Ensembles of Genetic Programming Models},
booktitle={21st European Conference on Genetic Programming (EuroGP 2018)},
year=2018,
address={n/a},
}
@inproceedings{cisuc-5452-2018,
author={Ricardo, H. and Ivo Gonçalves and Costa, A.C. },
title={Forecasting tourism demand for Lisbon’s region through a data mining approach},
booktitle={IADIS International Conference on Information Systems},
year=2018,
address={n/a},
}
@inproceedings{cisuc-5453-2018,
author={Ivo Gonçalves and Gomes, Á. and Antunes, C.H. },
title={Optimizing Residential Energy Resources with an Improved Multi-Objective Genetic Algorithm based on Greedy Mutations},
booktitle={Genetic and Evolutionary Computation Conference},
year=2018,
address={n/a},
}
@inproceedings{cisuc-5454-2018,
author={Jagusch, J. and Ivo Gonçalves and Castelli, M. },
title={Neuroevolution under Unimodal Error Landscapes: An Exploration of the Semantic Learning Machine Algorithm},
booktitle={Genetic and Evolutionary Computation Conference},
year=2018,
address={n/a},
}
@inproceedings{cisuc-5496-2018,
author={Beretta, S. and Castelli, M. and Ivo Gonçalves and Ramazzotti, D. },
title={A quantitative assessment of the effect of different algorithmic schemes to the task of learning the structure of Bayesian Networks},
booktitle={International conference on Computational Intelligence methods for Bioinformatics and Biostatistics},
year=2018,
address={n/a},
}
@inproceedings{cisuc-5055-2017,
author={Vanneschi, L. and Castelli, M. and Ivo Gonçalves and Manzoni, L. and Sara Silva },
title={Geometric Semantic Genetic Programming for Biomedical Applications: A State of the Art Upgrade},
booktitle={IEEE Congress on Evolutionary Computation},
year=2017,
address={n/a},
}
@inproceedings{cisuc-5056-2017,
author={Goribar-Jimenez, C. and Maldonado, Y. and Trujillo, L. and Castelli, M. and Ivo Gonçalves and Vanneschi, L. },
title={Towards the development of a complete GP system on an FPGA using geometric semantic operators},
booktitle={IEEE Congress on Evolutionary Computation},
year=2017,
address={n/a},
}
@inproceedings{cisuc-5057-2017,
author={Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. },
title={Unsure When to Stop? Ask Your Semantic Neighbors},
booktitle={Genetic and Evolutionary Computation Conference},
year=2017,
address={n/a},
}
@inproceedings{cisuc-5058-2017,
author={Vanneschi, L. and Castelli, M. and Manzoni, L. and Krawiec, K. and Moraglio, A. and Sara Silva and Ivo Gonçalves },
title={PSXO - Population-Wide Semantic Crossover},
booktitle={Genetic and Evolutionary Computation Conference},
year=2017,
address={n/a},
}
@inproceedings{cisuc-4784-2016,
author={Ivo Gonçalves and Sara Silva and Fonseca, C.M. and Castelli, M. },
title={Arbitrarily Close Alignments in the Error Space: A Geometric Semantic Genetic Programming Approach},
booktitle={Genetic and Evolutionary Computation Conference},
year=2016,
address={n/a},
}
@inproceedings{cisuc-4785-2016,
author={Beretta, S. and Castelli, M. and Ivo Gonçalves and Merelli, I. and Ramazzotti, D. },
title={Combining Bayesian Approaches and Evolutionary Techniques for the Inference of Breast Cancer Networks},
booktitle={International Conference on Evolutionary Computation Theory and Applications},
year=2016,
address={n/a},
}
@inproceedings{cisuc-4786-2016,
author={Castelli, M. and Manzoni, L. and Ivo Gonçalves and Vanneschi, L. and Trujillo, L. and Sara Silva },
title={An Analysis of Geometric Semantic Crossover: A Computational Geometry Approach},
booktitle={International Conference on Evolutionary Computation Theory and Applications},
year=2016,
address={n/a},
}
@inproceedings{cisuc-4787-2016,
author={Beretta, S. and Castelli, M. and Ivo Gonçalves and Kel, I. and Merelli, I. },
title={A Logistic Model Tree based Approach for eQTL Data Prediction Integration},
booktitle={International conference on Computational Intelligence methods for Bioinformatics and Biostatistics},
year=2016,
address={n/a},
}
@inproceedings{cisuc-4102-2015,
author={Ivo Gonçalves and Sara Silva and Fonseca, C.M. },
title={On the Generalization Ability of Geometric Semantic Genetic Programming},
booktitle={18th European Conference on Genetic Programming (EuroGP 2015)},
year=2015,
address={n/a},
}
@inproceedings{cisuc-4318-2015,
author={Ivo Gonçalves and Sara Silva and Fonseca, C.M. },
title={Semantic Learning Machine: A Feedforward Neural Network Construction Algorithm Inspired by Geometric Semantic Genetic Programming},
booktitle={17th Portuguese Conference on Artificial Intelligence (EPIA 2015)},
year=2015,
address={n/a},
}
@inproceedings{cisuc-3163-2013,
author={Ivo Gonçalves and Sara Silva },
title={Balancing Learning and Overfitting in Genetic Programming with Interleaved Sampling of Training Data},
booktitle={16th European Conference on Genetic Programming (EuroGP 2013)},
year=2013,
address={n/a},
}
@inproceedings{cisuc-3272-2013,
author={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. },
title={Prediction of Forest Aboveground Biomass: An Exercise on Avoiding Overfitting},
booktitle={EvoApplications},
year=2013,
address={n/a},
}
@inproceedings{cisuc-2682-2012,
author={Ivo Gonçalves and Sara Silva and Melo, J. and Carreiras, J.M.B. },
title={Random Sampling Technique for Overfitting Control in Genetic Programming},
booktitle={15th European Conference on Genetic Programming (EuroGP 2012)},
year=2012,
address={n/a},
}
@inproceedings{cisuc-2638-2011,
author={Ribeiro, B. and Ivo Gonçalves and Santos, S. and Kovacec, A. },
title={Deep Learning Networks for Off-Line Handwritten Signature Recognition},
booktitle={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},
year=2011,
address={n/a},
}
@inproceedings{cisuc-2653-2011,
author={Ivo Gonçalves and Sara Silva },
title={Experiments on Controlling Overfitting in Genetic Programming},
booktitle={Local proceedings of the 15th Portuguese Conference on Artificial Intelligence (EPIA 2011)},
year=2011,
address={n/a},
}
@inbook{cisuc-5805-2020,
author={Ivo Gonçalves and Seca, M. and Castelli, M. },
title={Explorations of the Semantic Learning Machine Neuroevolution Algorithm: Dynamic Training Data Use, Ensemble Construction Methods, and Deep Learning Perspectives},
chapter={1},
publisher={Springer},
booktitle={Genetic Programming Theory and Practice XVII},
volume={XVII},
edition={1},
pages={1--24},
year=2020,
address={n/a},
}