Journal Articles 2019(3 publications) [publication]Xiao, P. and Toivonen, H. and Gross, O. and Amilcar Cardoso and Correia, J. and Penousal Machado and Martins, P. and Gonçalo Oliveira, H, and Rahul Sharma and A. M. Pinto and Díaz, A. and Francisco, V. and Gervás, P. and Hervás, R. and León, C. and Forth, J. and Purver, M. and Wiggins, G. and Bohanec, M. and Lavrac, N. and Miljkovic, D. and Podpecan, V. and Pollak, S. and Urbancic, T. and Znidarsic, M. and Velde, F.v.d. and Battersby, S. , "Conceptual Representations for Concept Creation", ACM Computing Surveys, vol. 52, 2019 [citation][year=2019]Vimercati, M., Bianchi, F., Soto, M., & Palmonari, M. (2019, November). Mapping Lexical Knowledge to Distributed Models for Ontology Concept Invention. In International Conference of the Italian Association for Artificial Intelligence (pp. 572-587). Springer, Cham. [citation][year=2019]Lawrynowicz, A. (2020). Creative AI: a New Avenue for Semantic Web? Semantic Web 11(1):69-78. [publication]Assunção, F. and Correia, J. and Conceição, R. and Pimenta, M.J.M. and Tomé, B. and Lourenço, Nuno and Penousal Machado , "Automatic Design of Artificial Neural Networks for Gamma-Ray Detection", IEEE Access, vol. 7, pp. 110531-110540, 2019 [publication]Tiago Martins and Correia, J. and Costa, E. and Penousal Machado , "Evolving Stencils for Typefaces: Combining Machine Learning, User's Preferences and Novelty", Complexity, vol. 2019, 2019 2016(1 publication) [publication]Carballal, A. and Santos, A. and Romero, J.J. and Penousal Machado and Correia, J. and Pena, M.L.C. , "Distinguishing Paintings from Photographs by Complexity Estimates", Neural Computing and Applications, vol. 27, pp. 1-13, 2016 2015(2 publications) [publication]Penousal Machado and Romero, J.J. and Nadal, M. and Santos, A. and Correia, J. and Carballal, A. , "Computerized measures of visual complexity", Acta Psychologica, vol. 160, pp. 43-57, 2015 [citation][year=2016]Alvarez-Ramirez, J., C. Ibarra-Valdez, and E. Rodriguez. "Fractal analysis of Jackson Pollock's painting evolution." Chaos, Solitons & Fractals 83 (2016): 97-104. [publication]Penousal Machado and Vinhas, A. and Correia, J. and Ekart, A. , "Evolving Ambiguous Images.", AI Matters, vol. 2, pp. 7-8, 2015 2014(1 publication) [publication]Carballal, A. and Pena, M.L.C. and Perez, R. and Correia, J. , "Detecting Bias on Aesthetic Image Datasets", International Journal of Creative Interfaces and Computer Graphics, vol. 5, pp. 62-74, 2014 Conference Articles 2020(10 publications) [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "Using Skill Rating as Fitness on the Evolution of GANs", in EvoAPPS2020, 2020 [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "Exploring the evolution of GANs through quality diversity", in Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 2020 [publication]Correia, J. and Ferreira, F. , "Designing Cable-Stayed Bridges with Genetic Algorithms", in Applications of Evolutionary Computation, 2020 [publication]Correia, J. and Ferreira, F. and Maçãs, C. , "Cable-Stayed Bridge Optimization Solution Space Exploration", in Genetic and Evolutionary Computation Conference Companion (GECCO '20 Companion), July 8--12, 2020, Canc’un, Mexico, 2020 [publication]Fernandes, P. and Correia, J. and Penousal Machado , "Evolutionary Latent Space Exploration of Generative Adversarial Networks", in Applications of Evolutionary Computation - 23rd European Conference, EvoApplications 2020, Held as Part of EvoStar 2020, Seville, Spain, April 15-17, 2020, Proceedings, 2020 [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "Using Skill Rating as Fitness on the Evolution of GANs", in Applications of Evolutionary Computation - 23rd European Conference, EvoApplications 2020, Held as Part of EvoStar 2020, Seville, Spain, April 15-17, 2020, Proceedings, 2020 [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "Exploring the Evolution of GANs through Quality Diversity", in Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 2020 [publication]Tiago Martins and Correia, J. and S. Rebelo and Bicker, J. and Penousal Machado , "Portraits of No One: An Interactive Installation", in Artificial Intelligence in Music, Sound, Art and Design - 9th International Conference, EvoMUSART 2020, Held as Part of EvoStar 2020, Seville, Spain, April 15-17, 2020, Proceedings, 2020 [publication]Lopes, Daniel and Penousal Machado and Correia, J. , "Adea – Evolving Glyphs for Aiding Creativity in Typeface Design", in Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, 2020 [publication]Lopes, Daniel and Correia, J. and Penousal Machado , "Adea: Evolving Glyphs for Aiding Creativity in the Graphic Design Workflow", in 8th Conference on Computation, Communication, Aesthetics & X (xCoAx 2020), 2020 2019(3 publications) [publication]Correia, J. and Tiago Martins and Penousal Machado , "Evolutionary Data Augmentation for Deep Face Detection", in GECCO '19 Proceedings of the Genetic and Evolutionary Computation Conference Companion Pages 163-164 , 2019 [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "COEGAN: evaluating the coevolution effect in generative adversarial networks", in GECCO 2019, 2019 [publication]João Miguel Cunha and Lourenço, Nuno and Correia, J. and Martins, P. and Penousal Machado , "Emojinating: Evolving Emoji Blends", in Computational Intelligence in Music, Sound, Art and Design. (EvoMUSART 2019), 2019 2018(1 publication) [publication]Tiago Martins and Correia, J. and Costa, E. and Penousal Machado , "Evotype: Towards the Evolution of Type Stencils", in Proceedings of 7th International Conference of Computational Intelligence in Music, Sound, Art and Design, EvoMUSART 2018, Parma, Italy, April 4-6, 2018, 2018 2016(3 publications) [publication]Tiago Martins and Correia, J. and Costa, E. and Penousal Machado , "Evotype: From Shapes to Glyphs", in Genetic and Evolutionary Computation Conference (GECCO), 2016 [publication]Correia, J. and Tiago Martins and Martins, P. and Penousal Machado , "X-Faces The eXploit Is Out There", in Proceedings of the seventh International Conference on Computational Creativity (ICCC), 2016 [publication]Vinhas, A. and Assunção, F. and Correia, J. and Ekart, A. and Penousal Machado , "Fitness and Novelty in Evolutionary Art", in 2016 International Conference on Evolutionary and Biologically Inspired Music and Art (EvoMUSART), 2016 2015(4 publications) [publication]Tiago Martins and Correia, J. and Costa, E. and Penousal Machado , "Evotype: Evolutionary Type Design", in Colin Johnson and Adrian Carballal and João Correia editors , Proceedings of the 4th International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2015, Copenhagen, Denmark, April 8-10, 2015, 2015 [publication]Penousal Machado and Vinhas, A. and Correia, J. and Ekart, A. , "Evolving Ambiguous Images", in Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015 , 2015 [publication]Assunção, F. and Correia, J. and Martins, P. and Penousal Machado , "Evolving Families of Shapes", in Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25-31, 2015, 2015, pp. 4134-4135, 2015 [publication]Amilcar Cardoso and Martins, P. and Assunção, F. and Correia, J. and Penousal Machado , "A Distributed Approach to Computational Creativity", in 9th International Symposium on Intelligent Distributed Computing – IDC’2015, 2015 2014(2 publications) [publication]Penousal Machado and Correia, J. , "Semantic Aware Methods for Evolutionary Art", in Genetic and Evolutionary Computation Conference, GECCO '14, Vancouver, BC, Canada, July 12-16, 2014. Proceedings , 2014 [citation][year=2015]Gervás, Pablo. "A Personal Perspective into the Future for Computational Creativity." Computational Creativity Research: Towards Creative Machines. Atlantis Press, 2015. 393-406. [publication]Correia, J. and Penousal Machado , "Semantic Operators for Evolutionary Art", in Semantic Methods in Genetic Programming (SMGP) Workshop at Parallel Problem Solving from Nature 2014 conference Ljubljana, Slovenia, 13 September 2014; Organizers: Colin Johnson, Krzysztof Krawiec, Alberto Moraglio and Michael O’Neill., 2014 [citation][year=2015]Gervás, Pablo. "A Personal Perspective into the Future for Computational Creativity." Computational Creativity Research: Towards Creative Machines. Atlantis Press, 2015. 393-406. 2013(2 publications) [publication]Correia, J. and Penousal Machado and Romero, J.J. and Carballal, A. , " Feature Selection and Novelty in Computational Aesthetics", in Evolutionary and Biologically Inspired Music, Sound, Art and Design - Second International Conference, EvoMUSART 2013, Vienna, Austria, April 3-5, 2013. Proceedings, volume 7834 of Lecture Notes in Computer Science, pages 133-144, Springer, 2013 [citation][year=2014]Preuss, Mike, Antonios Liapis, and Julian Togelius. "Searching for good and diverse game levels." Computational Intelligence and Games (CIG), 2014 IEEE Conference on. IEEE, 2014. [citation][year=2013]Liapis, Antonios, et al. "Transforming Exploratory Creativity with DeLeNoX." Proceedings of the Fourth International Conference on Computational Creativity}. Vol. 4. 2013. [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [publication]Correia, J. and Penousal Machado and Romero, J.J. and Carballal, A. , "Evolving Figurative Images Using Expression–Based Evolutionary Art", in Proceedings of the fourth International Conference on Computational Creativity (ICCC), pages 24-31, Sydney, Australia June 12-14 , 2013 [citation][year=2015]The Digital Synaptic Neural Substrate: A New Approach to Computational Creativity A Iqbal, M Guid, S Colton, J Krivec, S Azman… - arXiv preprint arXiv: …, 2015 - arxiv.org [citation][year=2015]Data mining and machine learning in computational creativity H Toivonen, O Gross - Wiley Interdisciplinary Reviews: Data …, 2015 - Wiley Online Library [citation][year=2015]Dahlstedt, Palle. "Turn-based evolution in a simplified model of artistic creative process." Evolutionary Intelligence: 1-14. 2012(3 publications) [publication]Penousal Machado and Correia, J. and Romero, J.J. , "Improving Face Detection", in Alberto Moraglio and Sara Silva and Krzysztof Krawiec and Penousal Machado and Carlos Cotta editors, Proceedings of the 15th European Conference on Genetic Programming, EuroGP 2012, volume 7244, pages 73-84, Malaga, Spain, 2012. Springer Verlag, 2012 [publication]Penousal Machado and Correia, J. and Romero, J.J. , "Expression-Based Evolution of Faces", in Proceedings of the 1st International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2012, Malaga, Spain, 2012. Spri, vol. 7247, 2012 [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [citation][year=2012]den Heijer, Eelco, and A. E. Eiben. "Using scalable vector graphics to evolve art." International Journal of Arts and Technology, To appear.(Cited on page 93.) (2012). [publication]Correia, J. and Penousal Machado and Romero, J.J. , "Improving Haar Cascade Classifiers Through the Synthesis of New Training Examples", in Soule, T. and Moore, J.H. editors. 2012. Genetic and Evolutionary Computation Conference, GECCO ’12, Philadelphia, PA, USA, July 7-11, 2012, Companion Material Proceedings. GECCO (Companion) (2012), 2012 Edited Books 2017(1 publication) [publication]Correia, J. and Ciesielski, V. and Liapis, A. ,Proceedings of the 6th International Conference Computational Intelligence in Music, Sound, Art and Design, EvoMUSART 2017, Amsterdam, The Netherlands, April 19–21, 2017 , "Computational Intelligence in Music, Sound, Art and Design", vol. 10198, 2017 2016(1 publication) [publication]Johnson, C.G. and Ciesielski, V. and Correia, J. and Penousal Machado ,Proceedings of the 5th International Conference of Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2016, Porto, Portugal, March 30 -- April 1, 2016 , "Evolutionary and Biologically Inspired Music, Sound, Art and Design", vol. 9596, 2016 2015(1 publication) [publication]Johnson, C.G. and Carballal, A. and Correia, J. ,Proceedings of the 4th International Conference of Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2015, Copenhagen, Denmark, April 8-10, 2015, Proceedings , "Evolutionary and Biologically Inspired Music, Sound, Art and Design", vol. 9027, 2015 2014(1 publication) [publication]Romero, J.J. and McDermott, J. and Correia, J. ,Proceedings of the 3rd International Conference of Evolutionary and Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2015, Granada, Spain, April 23-25, 2014 , "Evolutionary and Biologically Inspired Music, Sound, Art and Design", vol. 8601, 2014 Book Chapters 2020(1 publication) [publication]Costa, V. and Lourenço, Nuno and Correia, J. and Penousal Machado , "Neuroevolution of Generative Adversarial Networks", in Natural Computing Series, vol. 1, pp. 293-322, 2020 2019(1 publication) [publication]Correia, J. and Penousal Machado and Romero, J.J. and Martins, P. and Amilcar Cardoso , "Breaking the Mould: An Evolutionary Quest for Innovation Through Style Change", in Computational Creativity - The Philosophy and Engineering of Autonomously Creative Systems, vol. 1, pp. 359-405, 2019 2015(1 publication) [publication]Penousal Machado and Correia, J. and Assunção, F. , "Graph-Based Evolutionary Art", in Handbook of Genetic Programming Applications, vol. 1, pp. 1-1, 2015 2012(1 publication) [publication]Romero, J.J. and Penousal Machado and Carballal, A. and Correia, J. , "Computing Aesthetics with Image Judgement Systems", in Computers and Creativity, vol. 1, pp. 295-322, 2012 [citation][year=2015]Creativity evaluation in a cognitive architecture A Augello, I Infantino, G Pilato, R Rizzo… - Biologically Inspired …, 2015 - Elsevier [citation][year=2015]Computational Design Creativity Evaluation DC Brown - Design Computing and Cognition'14, 2015 - Springer [citation][year=2014]Carballal, Adrian, et al. "A Complexity Approach for Identifying Aesthetic Composite Landscapes." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2014. 50-61. [citation][year=2014]Brown, David C. "Computational Design Creativity Evaluation." Design Computing and Cognition Conference. 2014. [citation][year=2013]Brown, David C. "Computational Design Creativity Evaluation". ICCC 2013. [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 PhD Theses 2018(1 publication) [publication]Correia, J. , "Evolutionary Computation for Classifier Assessment and Improvement", 2018 MSc Theses 2011(1 publication) [publication]Correia, J. , "Evolutionary Computation for Assessing and Improving Classifier Performance", 2011 Tech Report 2014(1 publication) [publication]Xiao, P. and Battersby, S. and Bohanec, M. and Amilcar Cardoso and Correia, J. and Forth, J. and Gervás, P. and Gross, O. and Hervás, R. and Lavrac, N. and Penousal Machado and Gonçalo Oliveira, H, and A. M. Pinto and Rahul Sharma and Urbancic, T. and Velde, F.v.d. and Wiggins, G. and Znidarsic, M. and Toivonen, H. , "Review of Conceptual Representations, ConCreTe-D2.1", 2014