@article{cisuc-5892-2019, author={Assunção, F. and Correia, J. and Conceição, R. and Pimenta, M.J.M. and Tomé, B. and Lourenço, Nuno and Penousal Machado }, title={Automatic Design of Artificial Neural Networks for Gamma-Ray Detection}, journal={IEEE Access}, volume={7}, number={n/a}, pages={110531--110540}, year=2019, address={n/a}, } @article{cisuc-5525-2018, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={DENSER: deep evolutionary network structured representation}, journal={Genetic Programming and Evolvable Machines}, number={n/a}, pages={n/a}, year=2018, address={n/a}, } @article{cisuc-4494-2015, author={Assunção, F. and Manuel Levi and Furtado, P. }, title={Comparing SQL and NoSQL approaches for clustering over big data}, journal={International Journal of Business Process Integration and Management (IJBPIM)}, volume={7}, number={4}, pages={3350}, year=2015, address={n/a}, } @inproceedings{cisuc-6192-2020, author={Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado }, title={Incremental Evolution and Development of Deep Artificial Neural Networks}, booktitle={EuroGP2020}, year=2020, address={n/a}, } @inproceedings{cisuc-6193-2020, author={Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado }, title={Evolution of Scikit-Learn Pipelines with Dynamic Structured Grammatical Evolution}, booktitle={EvoAPPS2020}, year=2020, address={n/a}, } @inproceedings{cisuc-6230-2020, author={Carvalho, P. and Lourenço, Nuno and Assunção, F. and Penousal Machado }, title={AutoLR: an evolutionary approach to learning rate policies}, booktitle={Proceedings of the 2020 Genetic and Evolutionary Computation Conference}, year=2020, address={n/a}, } @inproceedings{cisuc-5787-2019, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Fast DENSER: Efficient Deep NeuroEvolution}, booktitle={EuroGP 2019}, year=2019, address={n/a}, } @inproceedings{cisuc-5418-2018, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Evolving the Topology of Large Scale Deep Neural Networks}, booktitle={EuroGP 2018}, year=2018, address={n/a}, } @inproceedings{cisuc-5419-2018, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Using GP is NEAT: Evolving Compositional Pattern Production Functions}, booktitle={EuroGP 2018}, year=2018, address={n/a}, } @inproceedings{cisuc-5429-2018, author={Assunção, F. and Serero, D. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Automatic Evolution of AutoEncoders for Compressed Representations}, booktitle={World Congress on Computational Intelligence}, year=2018, address={n/a}, } @inproceedings{cisuc-5524-2018, author={Polisciuc, E. and Assunção, F. and Penousal Machado }, title={Towards Partially Automatic Search of Edge Bundling Parameters}, booktitle={Computational Intelligence in Music, Sound, Art and Design}, year=2018, address={n/a}, } @inproceedings{cisuc-5060-2017, author={Lourenço, Nuno and Assunção, F. and Maçãs, C. and Penousal Machado }, title={EvoFashion: Customising Fashion Through Evolution}, booktitle={International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design (EvoMUSART)}, year=2017, address={n/a}, } @inproceedings{cisuc-5061-2017, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Automatic Generation of Neural Networks with Structured Grammatical Evolution}, booktitle={IEEE Congress on Evolutionary Computation (CEC)}, year=2017, address={n/a}, } @inproceedings{cisuc-5062-2017, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Towards the Evolution of Multi-Layered Neural Networks: A Dynamic Structured Grammatical Evolution Approach}, booktitle={Genetic and Evolutionary Computation Conference (GECCO)}, year=2017, address={n/a}, } @inproceedings{cisuc-5201-2017, author={Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado }, title={Evolutionary Machine Learning: An Essay on Bechmarking}, booktitle={Portuguese Conference on Pattern Recognition (RecPad)}, year=2017, address={n/a}, } @inproceedings{cisuc-5202-2017, author={Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado }, title={Evolutionary Machine Learning: An Essay on Experimental Design}, booktitle={Portuguese Conference on Pattern Recognition (RecPad)}, year=2017, address={n/a}, } @inproceedings{cisuc-4973-2016, author={Vinhas, A. and Assunção, F. and Correia, J. and Ekart, A. and Penousal Machado }, title={Fitness and Novelty in Evolutionary Art}, booktitle={2016 International Conference on Evolutionary and Biologically Inspired Music and Art (EvoMUSART)}, year=2016, address={n/a}, } @inproceedings{cisuc-5711-2016, author={Polisciuc, E. and Maçãs, C. and Assunção, F. and Penousal Machado }, title={Hexagonal Gridded Maps and Information Layers: A Novel Approach for the Exploration and Analysis of Retail Data}, booktitle={SIGGRAPH ASIA 2016 Symposium on Visualization}, year=2016, address={n/a}, } @inproceedings{cisuc-4327-2015, author={Assunção, F. and Correia, J. and Martins, P. and Penousal Machado }, title={Evolving Families of Shapes}, booktitle={Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015, 2015, pp. 4134-4135}, year=2015, address={n/a}, } @inproceedings{cisuc-4492-2015, author={Cruz, A. and Penousal Machado and Assunção, F. and Leitão, A.P.d.A. }, title={ELICIT: Evolutionary Computation Visualization}, booktitle={Genetic and Evolutionary Computation Conference 2015}, year=2015, address={n/a}, } @inproceedings{cisuc-4493-2015, author={Amilcar Cardoso and Martins, P. and Assunção, F. and Correia, J. and Penousal Machado }, title={A Distributed Approach to Computational Creativity}, booktitle={9th International Symposium on Intelligent Distributed Computing – IDC’2015}, year=2015, address={n/a}, } @inbook{cisuc-5420-2018, author={Lourenço, Nuno and Assunção, F. and Pereira, F.B. and Costa, E. and Penousal Machado }, title={Structured Grammatical Evolution: A Dynamic Approach}, chapter={1}, publisher={Springer}, booktitle={Handbook of Grammatical Evolution}, volume={1}, edition={1}, pages={1--24}, year=2018, address={n/a}, } @inbook{cisuc-4328-2015, author={Penousal Machado and Correia, J. and Assunção, F. }, title={Graph-Based Evolutionary Art}, chapter={1}, publisher={Springer}, booktitle={Handbook of Genetic Programming Applications}, volume={1}, edition={1}, pages={1--1}, year=2015, address={n/a}, } @techreport{cisuc-6063-2019, author={Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. }, title={Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks}, number={arXiv:1905.02969}, year=2019, address={n/a}, }