Journal Articles 2020(1 publication) [publication]Maçãs, C. and Lourenço, Nuno and Penousal Machado , "Evolving Visual Artefacts based on Consumption Patterns", International Journal of Arts and Technology, 2020 2019(8 publications) [publication]Tiago Martins and João Miguel Cunha and Bicker, J. and Penousal Machado , "Dynamic Visual Identities: from a survey of the state-of-the-art to a model of features and mechanisms", Visible Language, 2019 [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 [publication]Maçãs, C. and Ana Rodrigues and Bernardes, G. and Penousal Machado , "MixMash: An Assistive Tool for Music Mashup Creation from Large Music Collections", IJACDT, vol. 8, pp. 20-40, 2019 [publication]Cruz, A. and Penousal Machado and Arrais, J.P. , "CroP—Coordinated Panel visualization for biological networks analysis", Bioinformatics, 2019 [publication]Parente, J.A. and Tiago Martins and Bicker, J. and Penousal Machado , "Designing Dynamic Logotypes to Represent Data", International Journal of Art, Culture and Design Technologies (IJACDT), vol. 8, 2019 [publication]Fernandez-Lozano, C. and Carballal, A. and Penousal Machado and Santos, A. and Romero, J.J. , "Visual complexity modelling based on image features fusion of multiple kernels", PeerJ, vol. 7, pp. 7075-7075, 2019 2018(3 publications) [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "DENSER: deep evolutionary network structured representation", Genetic Programming and Evolvable Machines, 2018 [publication]Cruz, A. and Arrais, J.P. and Penousal Machado , "Interactive and coordinated visualization approaches for biological data analysis", Briefings in bioinformatics, 2018 [publication]Cruz, A. and Arrais, J.P. and Penousal Machado , "Interactive and coordinated visualization approaches for biological data analysis", Briefings in Bioinformatics, 2018 2017(1 publication) [publication]Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. , "An Artificial Neural Networks Approach for Automatic Assessment of Treatment Response in Oncological Patients using PET/CT images", BMC Medical Imaging, vol. 17, 2017 2016(3 publications) [publication]Pedro Cruz and Penousal Machado , "Traffic’s blood vessels: a figurative approach to visualization", EEE Computer Graphics and Applications, vol. 36, 2016 [publication]Nogueira, M. and Pedro Henriques Abreu and Martins, P. and Penousal Machado and Duarte, H. and Santos, J. , "Image Descriptors in Healthcare Contexts: A Systematic Review", Artificial Intelligence Review, pp. 29, 2016 [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(8 publications) [publication]Graça, F. and Penousal Machado , "Evolving assemblages", International Journal of Arts and Technology, vol. 8, pp. 167-184, 2015 [publication]Pedro Cruz and Cruz, A. and Penousal Machado , "Contiguous animated edge-based cartograms for traffic visualization", IEEE Computer Graphics and Applications, vol. 35, pp. 6-13, 2015 [publication]Leitão, A.P.d.A. and Vinhas, A. and Penousal Machado and Pereira, F.C. , "A Genetic Algorithms Approach for Inverse Shortest Path Length Problems", International Journal of Natural Computing Research (IJNCR), vol. 4, pp. 36-54, 2015 [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 Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "Beyond Interactive Evolution: Expressing Intentions Through Fitness Functions", Leonardo, 2015 [publication]Leitão, A.P.d.A. and Pereira, F.B. and Penousal Machado , "Island Models for Cluster Geometry Optimization: How Design Options Impact Effectiveness and Diversity", Journal of Global Optimization, vol. 63, pp. 677-707, 2015 [publication]Penousal Machado and Vinhas, A. and Correia, J. and Ekart, A. , "Evolving Ambiguous Images.", AI Matters, vol. 2, pp. 7-8, 2015 [publication]Greenfield, G. and Penousal Machado , "Ant- and ant-colony-inspired alife visual art", Artificial Life, vol. 21, pp. 293-306, 2015 [citation][year=2015]Artificial Life Art, Creativity, and Techno-hybridization (editor's introduction) A Dorin - Artificial life, 2015 - MIT Press 2014(3 publications) [publication]Penousal Machado and Greenfield, G. , "Swarm Art", Leonardo, vol. 47, pp. 5-7, 2014 [publication]Penousal Machado and Greenfield, G. and Eldridge, A. and Barras, T. and Jacob, C. and Monmarché, N. and Semet, Y. and Durand, F. and O'Reilly, U. and Shiffman, D. and Urbano, P. , "Gallery Artists", Leonardo, vol. 47, pp. 8-16, 2014 [publication]Dias, J.C. and Penousal Machado and Daniel Castro Silva and Pedro Henriques Abreu , "An Inverted Ant Colony Optimization approach to Traffic", Engineering Applications of Artificial Intelligence, vol. 36, pp. 122-133, 2014 [citation][year=2015]Towards the User Equilibrium in Traffic Assignment Using GRASP with Path Relinking GO Ramos, ALC Bazzan - Proceedings of the 2015 on Genetic and …, 2015 - dl.acm.org [citation][year=2015][PDF] Comparative Study of Metaheuristics for the Curve-Fitting Problem: Modeling Neurotransmitter Diffusion and Synaptic Receptor Activation J Montes, A LaTorre, S Muelas… - …, 2015 - downloads.hindawi.com 2013(1 publication) [publication]Romero, J.J. and Penousal Machado and Carballal, A. , "Guest editorial: special issue on biologically inspired music, sound, art and design. Genetic Programming and Evolvable Machines", Special issue on evolutionary art and music, vol. 14, pp. 281-286, 2013 [citation][year=2015][LIVRO] Creating Symmetry: The Artful Mathematics of Wallpaper Patterns FA Farris - 2015 - books.google.com [citation][year=2015][LIVRO] Creating Symmetry: The Artful Mathematics of Wallpaper Patterns FA Farris - 2015 - books.google.com 2012(2 publications) [publication]Romero, J.J. and Penousal Machado and Carballal, A. and Santos, A. , "Using complexity estimates in aesthetic image classification", Journal of Mathematics and the Arts - Special Issue: Mathematical Models used in Aesthetic Evaluation, vol. 6, pp. 125-136, 2012 [citation][year=2015]A quantitative approach to painting styles V Vieira, R Fabbri, D Sbrissa… - Physica A: Statistical …, 2015 - Elsevier [citation][year=2013]** Yu, Honghai, and Stefan Winkler. "IMAGE COMPLEXITY AND SPATIAL INFORMATION." [publication]Greenfield, G. and Penousal Machado , "Guest editors’ introduction", Journal of Mathematics and the Arts - Special Issue: Mathematical Models used in Aesthetic Evaluation, vol. 6, pp. 59-64, 2012 2011(2 publications) [publication]Pedro Cruz and Penousal Machado , "Generative Storytelling for Information Visualization", IEEE Computer Graphics and Applications, vol. 31, pp. 80-85, 2011 [publication]Penousal Machado and Romero, J.J. , "On Evolutionary Computer-Generated Art", The Evolutionary Review: Art, Science, Culture, vol. 2, pp. 156-170, 2011 2007(1 publication) [publication]Penousal Machado and Romero, J.J. and Santos, A. and Amilcar Cardoso and Pazos, A. , "On the development of evolutionary artificial artists", Computers & Graphics, vol. 31, pp. 818-826, 2007 [citation][year=2015]Pherographs and other hidden landscapes CM Fernandes - International Journal of Arts and …, 2015 - inderscienceonline.com [citation][year=2013]** Liapis, Antonios, Georgios N. Yannakakis, and Julian Togelius. "Sentient world: human-based procedural cartography." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2013. 180-191. [citation][year=2013]** Galanter, Philip. "Computational aesthetic evaluation: automated fitness functions for evolutionary art, design, and music." Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion. ACM, 2013. [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=2012]Computational aesthetic evaluation: steps towards machine creativity P Galanter - ACM SIGGRAPH 2012 Posters, 2012 - dl.acm.org [citation][year=2012]Controlling Generative Processes of Generative Art Somnuk Phon J Panjapornpon - Procedia Computer Science, 2012 - Elsevier [citation][year=2012]** Galanter, Philip. "Computational aesthetic evaluation: past and future." Computers and Creativity. Springer Berlin Heidelberg, 2012. 255-293. [citation][year=2009]Anthropomorphic artificial artist based on face-like detection and painterly rendering S Chun, M Jung, HM Le, CO Wong, K Kim… - Proceedings of the …, 2009 - dl.acm.org 2006(1 publication) [publication]Manaris, B. and Penousal Machado , "Preface", International Journal on Artificial Intelligence Tools, vol. 15, pp. 491-494, 2006 2005(2 publications) [publication]Penousal Machado and Romero, J.J. and Amilcar Cardoso and Santos, A. , "Partially Interactive Evolutionary Artists", New Generation Computing, Special Issue on Interactive Evolutionary Computation, 2005 [citation][year=2015][PDF] Evolutionary design assistants for architecture N Onus Sönmez - 2015 - repository.tudelft.nl [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [citation][year=2013]Dorin, Alan. "Aesthetic selection and the stochastic basis of art, design and interactive evolutionary computation." Proceeding of the fifteenth annual conference on Genetic and evolutionary computation conference. ACM, 2013. [citation][year=2013]Liapis, Antonios, et al. "Adaptive Game Level Creation through Rank-based Interactive Evolution." Proceedings of the IEEE 4.5: 71-78. [citation][year=2012]** Galanter, Philip. "Computational aesthetic evaluation: past and future." Computers and Creativity. Springer Berlin Heidelberg, 2012. 255-293. [citation][year=2012]Adapting Models of Visual Aesthetics for Personalized Content Creation A Liapis, G Yannakakis, J Togelius - 2012 - ieeexplore.ieee.org [citation][year=2012]Modelling the underlying principles of human aesthetic preference in evolutionary art A Ekárt, A Joó, D Sharma… - Journal of Mathematics and …, 2012 - Taylor & Francis [citation][year=2011]A. Ekárt, D. Sharma, and S. Chalakov. Modelling human preference in evolutionary art. In C. D. Chio, A. Brabazon, G. A. D. Caro, R. Drechsler, M. Farooq, J. Grahl, G. Greenfield, C. Prins, J. Romero, G. Squillero, E. Tarantino, A. G. Tettamanzi, N. Urquhart, and A. ¸Sima Uyar, editors, Applications of Evolutionary Computation, volume 6625 of Lecture Notes in Computer Science, pages 303–312. Springer, 2011. [citation][year=2010]Philip Galanter, The Problem of Evolutionary Art Is…, in: C. Di Chio et al. (eds.): EvoApplications (Applications of Evolutionary Computation) 2010, Part II, in: LNCS (Lecture Notes in Computer Science) 6025. Berlin/Heidelberg 2010, p. 321-330 [citation][year=2009]Philip Galanter, Truth to Process – Evolutionary Art and the Aesthetics of Dynamism, Generative Art Conference GA2009, Milan [citation][year=2008]Somlak Wannarumon, Erik L.J. Bohez and Kittinan Annanon (2008). Aesthetic evolutionary algorithm for fractal-based user-centered jewelry design. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 22 , pp 19-39 doi:10.1017/S0890060408000024 [citation][year=2007]Matthew Lewis, "Evolutionary Visual Art and Design", in "The Art of Artificial Evolution", Romero and Machado (Eds.), Natural Computing Series, Springer, 2007. [publication]Manaris, B. and Romero, J.J. and Penousal Machado and Krehbiel, D. and Hirzel, T. and Pharr, W. and Davis, R.B. , "Zipf's Law, Music Classification and Aesthetics", Computer Music Journal, vol. 29, pp. 55-69, 2005 [citation][year=2015]The Geometry of Chance: on the theory of non-equilibrium statistical mechanics SB Nicholson - 2015 - etheses.whiterose.ac.uk [citation][year=2015]Classification and generation of composer-specific music using global feature models and variable neighborhood search D Herremans, K Sörensen… - Computer Music Journal, 2015 - ieeexplore.ieee.org [citation][year=2015][PDF] Towards a Fitness Function for Musicality using LPM S Arshi, DN Davis - Eighth York Doctoral Symposium on Computer …, 2015 - cs.york.ac.uk [citation][year=2015][HTML] Bach Is the Father of Harmony: Revealed by a 1/f Fluctuation Analysis across Musical Genres D Wu, KM Kendrick, DJ Levitin, C Li, D Yao - PloS one, 2015 - journals.plos.org [citation][year=2015][CITAÇÃO] The nature of fractal music HJ Brothers - Benoit Mandelbrot: A Life in Many Dimensions. Edited …, 2015 - World Scientific [citation][year=2015]Tonality driven piano compositions with grammatical evolution R Loughran, J McDermott… - … Computation (CEC), 2015 …, 2015 - ieeexplore.ieee.org [citation][year=2014]Piantadosi, Steven T. "Zipf’s word frequency law in natural language: a critical review and future directions." (2014). [citation][year=2014]Nagelberg, Alan. MICA: A Hybrid Method for Corpus-Based Algorithmic Composition of Music Based on Genetic Algorithms, Zipf’s Law, and Markov Models. Diss. The University of Manitoba, 2014. [citation][year=2014]White, Christopher Wm. "Changing Styles, Changing Corpora, Changing Tonal Models." [citation][year=2013]Haro Berois, Martín. "Statistical distribution of common audio features: encounters in a heavy-tailed universe." (2013): 169. [citation][year=2013]Emmery, Chris. The Aesthetic Value of Zipfian Visual Art. Diss. Tilburg University, 2013. [citation][year=2013]Kaliakatsos-Papakostas, Maximos A., et al. "Chaos and Music: From time series analysis to evolutionary composition." International Journal of Bifurcation and Chaos 23.11 (2013). [citation][year=2013]Jiang, Bin, and Daniel Sui. "A New Kind of Beauty Out of the Underlying Scaling of Geographic Space." arXiv preprint arXiv:1303.7303 (2013). [citation][year=2013]** Dor, Ofer, and Yoram Reich. "Enhancing learning algorithms to support data with short sequence features by automated feature discovery." Knowledge-Based Systems (2013). [citation][year=2013]** Liu, Lu, et al. "A Statistical Physics View of Pitch Fluctuations in the Classical Music from Bach to Chopin: Evidence for Scaling." PloS one 8.3 (2013): e58710. [citation][year=2013]** Wu, Dan, Chaoyi Li, and Dezhong Yao. "Scale-Free Brain Quartet: Artistic Filtering of Multi-Channel Brainwave Music." PloS one 8.5 (2013): e64046. [citation][year=2012]** Sturm, Bob L. "A survey of evaluation in music genre recognition." Proc. Adaptive Multimedia Retrieval, Copenhagen, Denmark (2012). [citation][year=2012]** Hughes, James M., et al. "Quantitative patterns of stylistic influence in the evolution of literature." Proceedings of the National Academy of Sciences 109.20 (2012): 7682-7686. [citation][year=2012]** Lundy, Duane E. "Degrees of Quality: A Method for Quantifying Aesthetic Impact." Psychology Research 2 (2012): 205-221. [citation][year=2012]Power-law distribution in encoded MFCC frames of speech, music, and environmental sound signals M Haro, J Serrà, Á Corral, P Herrera - Proceedings of the 21st …, 2012 - dl.acm.org [citation][year=2012]Evolving Cellular Automata for Music Composition with Trainable Fitness Functions MY Lo - 2012 - rockcatstudio.com [citation][year=2012]Subdivision schemes and multi-resolution modelling for automated music synthesis and analysis S Hed, RO Gjerdingen, D Levin - Journal of Mathematics and Music, 2012 - Taylor & Francis [citation][year=2012]Zipf's law in short-time timbral codings of speech, music, and environmental sound signals M Haro, J Serrà, P Herrera, Á Corral - PloS one, 2012 - dx.plos.org [citation][year=2012]Interactive Evolution of 8–Bit Melodies with Genetic Programming towards Finding Aesthetic Measures for Sound M Kaliakatsos–Papakostas, M Epitropakis… - … and Biologically Inspired …, 2012 [citation][year=2012]Emd analysis for visual stylometry D Mao, DN Rockmore, Y Wang, Q Wu - Preprint - math.msu.edu [citation][year=2012]Empirical mode decomposition analysis for visual stylometry J Hughes, D Mao, D Rockmore, Y Wang, Q Wu - 2012 - ieeexplore.ieee.org [citation][year=2011]Simulating the Electroweak Phase Transition: Sonification of Bubble Nucleation RM Winters, A Blaikie, D O'Neil - arXiv preprint arXiv:1106.0760, 2011 - arxiv.org [citation][year=2011]Evolutionary Music Composition: A Quantitative Approach JH Jensen - 2011 - ntnu.diva-portal.org [citation][year=2011]An evaluation of musical score characteristics for automatic classification of composers O Dor, Y Reich - Computer Music Journal, 2011 - MIT Press [citation][year=2010]Automatic Music Classification with jMIR, PhD, McGill University, Montreal, 2010 [citation][year=2010]Rafi Haddad1,3*, Abebe Medhanie1, Yehudah Roth2, David Harel3, Noam Sobel1*. 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April 2010 Issue of PLOS Computational Biology [citation][year=2010]Adaptability in organisms and artifacts: A multi level perspective on adaptive processes T Savage - Cognitive Systems Research, 2010 - Elsevier [citation][year=2010] Urban Soundscape Informational Quantization: Validation Using a Comparative Approach P Woloszyn, T Leduc - Journal of Service Science and Management, 2010 - scirp.org [citation][year=2009]Rank-Size Distribution of Notes in Harmonic Music: Hierarchic Shuffling of Distributions MB Río, G Cocho - Complex Sciences, 2009 - Springer [citation][year=2009]Intervallic Scaling in the Bach Cello Suites JB HARLAN - Fractals, 2009 - World Scientific [citation][year=2009]Scale-free music of the brain D Wu, CY Li, DZ Yao - PloS one, 2009 - dx.plos.org [citation][year=2009]Urban soundmarks psychophysical geodimensioning: Towards ambient pointers geosystemic computation P Woloszyn, T Leduc, P Joanne - Euronoise 2009, 2009 - hal.univ-nantes.fr [citation][year=2009]Stochastic language models for music information retrieval C Pérez-Sancho - 2009 - eprints.pascal-network.org [citation][year=2008]Sowing the Seeds of Science and Reaping Sonic Fruit Z Scholl - 2008 - duke.edu [citation][year=2008]M Beltrán del Río, G Cocho, GG Naumis. Universality in the tail of musical note rank distribution. Physica A: Statistical Mechanics and its Applications, 2008 - Elsevier [citation][year=2008]West, B.J., Geneston, E.L., Grigolini, P., Maximizing information exchange between complex networks, Physics Reports, volume 468, issue 1-3, year 2008, pp. 1 - 99. [citation][year=2007]Kirke, A., Miranda, E.R. (2007). "Evaluating Mappings for Cellular Automata Music", Proceedings of ECAL 2007 Workshop on Music and Artificial Life (MusicAL 2007), Lisbon (Portugal). [citation][year=2007]Huovinen E, Tenkanen A., Bird's-eye views of the musical surface: Methods for systematic pitch-class set analysis. MUSIC ANALYSIS, Volume: 26 Issue: 1-2 Pages: 159-214 Published: MAR-JUL 2007. [citation][year=2007]Developing Metrics for Evolving a Musically Satisfying Result from a Population of Computer Generated Music Compositions K Bryden - Computational Intelligence in Image and Signal …, 2007 - ieeexplore.ieee.org [citation][year=2006]K. Burns and S. Dubnov. Memex music and gambling games: Eve’s take on lucky number 13. In Computational Aesthetics: Artificial Intelligence Approaches to Beauty and Happiness, Proceedings of AAAI Workshop, 2006; [citation][year=2006]D. Mao, D. N. Rockmore, Y. Wang, and Q. Wu. EMD Analysis for Visual Stylometry. IEEE, 2006; [citation][year=2006]G. Campolongo and S. Vena. Science of networks and music: A new approach on musical analysis and creation. In F. Rothlauf, J. Branke, S. Cagnoni, E. Costa, C. Cotta, R. Drechsler, E. Lutton, P. Machado, J. H. Moore, J. Romero, G. D. Smith, G. Squillero, and H. Takagi, editors, Applications of Evolutionary Computing, EvoWorkshops 2006: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART and EvoSTOC, Budapest, Hungary, April 10-12, 2006, Proceedings, volume 3907 of Lecture Notes in Computer Science, pages 642–651. Springer, 2006; [citation][year=2006]S. Streich. Music Complexity: A Multi-Faceted Description of Audio Content. PhD thesis, Pompeu Fabra University, Barcelona, Spain, 2006; [citation][year=2006]M. M. Farbood. A quantitative, parametric model of musical tension. PhD thesis, Dept. of Architec- ture. Program In Media Arts and Sciences. Massachusetts Institute of Technology, 2006; 2002(3 publications) [publication]Amilcar Cardoso and Bento, C. and Penousal Machado and Pereira, F.C. , "Darwin and creationism reconciled: When computers should surprise us", i3 magazine, pp. 20-25, 2002 [citation][year=2005]— N. A. L. Seco. Computational models of similarity in lexical ontologies. Master’s thesis, Computer Science Department, Faculty of Science. University College Dublin, 2005 [publication]Penousal Machado and Amilcar Cardoso , "All the truth about NEvAr", Applied Intelligence, vol. 16, pp. 101-119, 2002 [citation][year=2016]Jordanous, Anna. "Four PPPPerspectives on computational creativity in theory and in practice." Connection Science (2016): 1-23. [citation][year=2015]Evolving symmetric and balanced art E den Heijer - Computational Intelligence, 2015 - Springer [citation][year=2015]Exploring non-photorealistic rendering with genetic programming M Baniasadi, BJ Ross - Genetic Programming and Evolvable Machines, 2015 - Springer [citation][year=2015]Stakeholder Groups in Computational Creativity Research and Practice S Colton, A Pease, J Corneli, M Cook… - Computational Creativity …, 2015 - Springer [citation][year=2014]den Heijer, Eelco, and A. E. Eiben. "Investigating aesthetic measures for unsupervised evolutionary art." Swarm and Evolutionary Computation (2014). [citation][year=2013]Galanter, Philip. "Xepa: Intelligent sculptures as experimental platforms for computational aesthetic evaluation." Proceedings of the IEEE VIS Arts Program (VISAP) (2013). [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [citation][year=2013]** Norton, David, Derrall Heath, and Dan Ventura. "Finding creativity in an artificial artist." The Journal of Creative Behavior 47.2 (2013): 106-124. [citation][year=2013]** Galanter, Philip. "Computational aesthetic evaluation: automated fitness functions for evolutionary art, design, and music." Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion. ACM, 2013. [citation][year=2013]** Byrne, Jonathan, et al. "A methodology for user directed search in evolutionary design." Genetic Programming and Evolvable Machines (2013): 1-28. [citation][year=2013]**den Heijer, Eelco. "Evolving glitch art." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2013. 109-120. [citation][year=2013]**Klapaukh, Roman, Will N. Browne, and Mengjie Zhang. "The effect of primitive sets on the expression of evolved images." Evolutionary Computation (CEC), 2013 IEEE Congress on. IEEE, 2013. [citation][year=2013]**Li, Yang, et al. 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Conference Articles 2020(13 publications) [publication]Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado , "Incremental Evolution and Development of Deep Artificial Neural Networks", in EuroGP2020, 2020 [publication]Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado , "Evolution of Scikit-Learn Pipelines with Dynamic Structured Grammatical Evolution", in EvoAPPS2020, 2020 [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]Maçãs, C. and Polisciuc, E. and Penousal Machado , "GlyphSOMe: Using SOM with Data Glyphs for Customer Profiling", in Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2020, Volume 3: IVAPP, Valletta, Malta, February 27-29, 2020, 2020 [publication]Ana Rodrigues and Sousa, B. and Penousal Machado and Amilcar Cardoso , "Glowing Lichen: Visually Sensing Social Spaces", in 26th International International Symposium on Electronic Art (ISEA), Monteral, Canada, 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]Carvalho, P. and Lourenço, Nuno and Assunção, F. and Penousal Machado , "AutoLR: an evolutionary approach to learning rate policies", in Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 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(17 publications) [publication]Ricardo Cardoso Pereira and Pedro Henriques Abreu and Polisciuc, E. and Penousal Machado , "A Data Visualization Approach for Intersection Analysis using AIS Data", in Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2019) - Volume 3: IVAPP, 2019 [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Fast DENSER: Efficient Deep NeuroEvolution", in EuroGP 2019, 2019 [publication]Costa, V. and Lourenço, Nuno and Penousal Machado , "Coevolution of Generative Adversarial Networks", in EvoAPPS 2019, 2019 [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 [publication]João Miguel Cunha and S. Rebelo and Martins, P. and Penousal Machado , "Assessing Usefulness of a Visual Blending System: “Pictionary Has Used Image-making New Meaning Logic for Decades. We Don’t Need a Computational Platform to Explore the Blending Phenomena”, Do We?", in Tenth International Conference on Computational Creativity, UNC Charlotte, North Carolina, June 17-21, 2019, 2019 [publication]Mariana Seiça and Ana Rodrigues and Martins, P. and Penousal Machado and Amilcar Cardoso , "Computer Generation and Perception Evaluation of Music-Emotion Associations", in 14th International Symposium on Computer Music Multidisciplinary Research (CMMR), 2019 [publication]S. Rebelo and Tiago Martins and Rebelo, A. and Bicker, J. and Penousal Machado , "Using Computational Approaches in Visual Identity Design: A Visual Identity for the Design and Multimedia Courses of Faculty of Sciences and Technology of University of Coimbra", in Proceedings of the 10th Typography Meeting "Borders", 2019 [publication]S. Rebelo and Pires, C. and Martins, P. and Bicker, J. and Penousal Machado , "Designing Posters Towards a Seamless Integration in Urban Surroundings: A Computational Approach", in Proceedings of the 9th International Conference on Digital and Interactive Arts (ARTECH 2019), 2019 [publication]Tiago Martins and S. Rebelo and Bicker, J. and Penousal Machado , "Portraying with Letters: An Interactive Installation", in Proceedings of the International Association of Societies of Design Research Conference 2019 "Digital Revolutions" (IASDR 2019) , 2019 [publication]Simões, J.M. and Penousal Machado and Ana Rodrigues , "Deep Learning for Expressive Music Generation", in ARTECH 9th International Conference on Digital and Interactive Arts, 2019 [publication]Ana Rodrigues and Amilcar Cardoso and Penousal Machado , "A Dynamic Approach for the Generation of Perceptual Associations", in International Conference on Computational Creativity (ICCC), 2019 [publication]Couceiro e Castro and Martins, P. and Boavida, A. and Penousal Machado , "«Máquina de Ouver» — From Sound to Type: Finding the Visual Representation of Speech by Mapping Sound Features to Typographic Variables", in Proceedings of the 9th International Conference on Digital and Interactive Arts (ARTECH 2019), 2019 [publication]Sousa, B. and Penousal Machado and Coelho, N. , "Stop and Care — Changing Behaviours Through Participatory Interaction", in Artech 2019, 9th International Conference on Digital and Interactive Arts, 2019 [publication]Penousal Machado , "Evolving Art: Past, Present and Future", in 11th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, 2019 [publication]João Miguel Cunha and Martins, P. and Penousal Machado , "Emojinating: Hooked Beings", in Proceedings of the 9th International Conference on Digital and Interactive Arts, 2019 2018(22 publications) [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Evolving the Topology of Large Scale Deep Neural Networks", in EuroGP 2018, 2018 [citation][year=2018]Liu, Z., Bousquet, O., Elisseeff, A., Escalera, S., Guyon, I., Jacques, J., ... & Tu, W. W. (2018, December). AutoDL Challenge Design and Beta Tests-Towards automatic deep learning. In CiML workshop@ NIPS2018. [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Using GP is NEAT: Evolving Compositional Pattern Production Functions", in EuroGP 2018, 2018 [publication]Assunção, F. and Serero, D. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Automatic Evolution of AutoEncoders for Compressed Representations", in World Congress on Computational Intelligence, 2018 [publication]S. Rebelo and Bicker, J. and Penousal Machado , "Computational Creative Experiments in the Development of Visual Identities", in 9th International Conference on Computational Creativity (ICCC), 2018 [publication]S. Rebelo and Fonseca, C.M. and Bicker, J. and Penousal Machado , "Evolutionary Experiments in the Development of Typographical Posters", in 6th Conference on Computation, Communication, Aesthetics & X (xCoAx 2018), 2018 [publication]Polisciuc, E. and Assunção, F. and Penousal Machado , "Towards Partially Automatic Search of Edge Bundling Parameters", in Computational Intelligence in Music, Sound, Art and Design, 2018 [publication]Maçãs, C. and Lourenço, Nuno and Penousal Machado , "Interactive Evolution of Swarms for the Visualisation of Consumptions", in ArtsIT 2018 – 7th EAI International Conference: ArtsIT, Interactivity & Game Creation, 2018, 2018 [publication]Maçãs, C. and Penousal Machado , "Radial Calendar of Consumption", in 22 International Conference Information Visualisation, 2018 [publication]Maçãs, C. and Martins, P. and Penousal Machado , "Consumption as a Rhythm: A Multimodal Experiment on the Representation of Time-Series", in 22 International Conference Information Visualisation, 2018 [publication]Maçãs, C. and Ana Rodrigues and Bernardes, G. and Penousal Machado , "Mixmash: A visualisation system for musical mashup creation", in 22 International Conference Information Visualisation, 2018 [publication]Pedro Henriques Abreu and Martins, P. and Penousal Machado and Arrais, J.P. and Gomes, A. , "The Relationship Between Learning Styles and Creativity Students: An Information Visualization Class Case Study", in EdMedia: World Conference on Educational Media and Technology, pp.1246-1255, 2018 [publication]João Miguel Cunha and Martins, P. and Penousal Machado , "How Shell and Horn make a Unicorn: Experimenting with Visual Blending in Emoji", in Ninth International Conference on Computational Creativity, Salamanca, Spain, June 25-29, 2018., 2018 [publication]João Miguel Cunha and Martins, P. and Penousal Machado , "Emojinating: Representing Concepts Using Emoji", in The 26th International Conference on Case-Based Reasoning (ICCBR 2018), Stockholm, Sweden, 2018 [publication]João Miguel Cunha and Polisciuc, E. and Martins, P. and Penousal Machado , "The Many-Faced Plot:Strategy for Automatic Glyph ", in The 22st International Conference Information Visualisation (IV), 2018, 2018 [publication]Tiago Martins and S. Rebelo and Bicker, J. and Penousal Machado , "Building Typefaces as Programs: A node-based approach for modular type design", in 9th Typography Meeting, 2018 [publication]S. Rebelo and Tiago Martins and Bicker, J. and Penousal Machado , "Typography as Image: Experiments on Typographic Portraits", in 9th Typography Meeting, 2018 [publication]Gostyaeva, G. and Penousal Machado and Tiago Martins , "Evolving Virtual Ecology", in ArtsIT 2018 - 7th EAI International Conference: ArtsIT, Interactivity \& Game Creation, 2018 [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 [publication]Cruz, A. and Arrais, J.P. and Penousal Machado , "Interactive Network Visualization of Gene Expression Time-Series Data", in iV2018 – 22nd International Conference Information Visualisation, 2018 [publication]Lopes, Daniel and Penousal Machado and Martins, P. , "Olhos music fest _branding", in 22 International Conference Information Visualisation (IV2018) 2018, 2018 [publication]Ana Rodrigues and Amilcar Cardoso and Penousal Machado , "Generation of Aesthetic Emotions guided by Perceptual Features", in International Conference on Computational Creativity, 2018 [publication]João Miguel Cunha and Martins, P. and Penousal Machado , "Using Image Schemas in the Visual Representation of Concepts", in TriCoLore (C3GI/ISD/SCORE) 2018, 2018 2017(9 publications) [publication]Lourenço, Nuno and Assunção, F. and Maçãs, C. and Penousal Machado , "EvoFashion: Customising Fashion Through Evolution", in International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design (EvoMUSART), 2017 [citation][year=2018]Loughran, R. (2018). Grammatical Evolution and Creativity. In Handbook of Grammatical Evolution (pp. 341-366). Springer, Cham. [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Automatic Generation of Neural Networks with Structured Grammatical Evolution", in IEEE Congress on Evolutionary Computation (CEC), 2017 [citation][year=2018]Itano, F., de Sousa, M. A. D. A., & Del-Moral-Hernandez, E. (2018, July). Extending MLP ANN hyper-parameters Optimization by using Genetic Algorithm. In 2018 International Joint Conference on Neural Networks (IJCNN) (pp. 1-8). IEEE. [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Towards the Evolution of Multi-Layered Neural Networks: A Dynamic Structured Grammatical Evolution Approach", in Genetic and Evolutionary Computation Conference (GECCO), 2017 [publication]Polisciuc, E. and Cruz, A. and Penousal Machado and Arrais, J.P. , "On the Role of Aesthetics in Genetic Algorithms Applied to Graph Drawing", in Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2017 [publication]João Miguel Cunha and João Gonçalves and Martins, P. and Penousal Machado and Amilcar Cardoso , "A Pig, an Angel and a Cactus Walk Into a Blender: A Descriptive Approach to Visual Blending", in Procs. of the 8th International Conference on Computational Creativity, ICCC 2017, pp. 80-87, 2017 [citation][year=2017]Guckelsberger, C. Conference Report: Eighth International Conference on Computational Creativity. [publication]Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado , "Evolutionary Machine Learning: An Essay on Bechmarking", in Portuguese Conference on Pattern Recognition (RecPad), 2017 [publication]Assunção, F. and Lourenço, Nuno and Ribeiro, B. and Penousal Machado , "Evolutionary Machine Learning: An Essay on Experimental Design", in Portuguese Conference on Pattern Recognition (RecPad), 2017 [publication]S. Rebelo and Martins, P. and Bicker, J. and Penousal Machado , "Using Computer Vision Techniques for Moving Poster Design", in 6.º Conferência Internacional Ergotrip Design, 2017 [publication]Polisciuc, E. and Penousal Machado , "Swarm-Based Edge Bundling Applied to Flow Mapping", in Computer Vision, Imaging and Computer Graphics Theory and Applications, 2017 2016(11 publications) [publication]Maçãs, C. and Pedro Cruz and Polisciuc, E. and Amaro, H. and Penousal Machado , "Iso-edges for the Geovisualization of Consumptions", in 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications., 2016 [publication]Polisciuc, E. and Pedro Cruz and Amaro, H. and Maçãs, C. and Penousal Machado , "Flow Map of Products Transported among Warehouses and Supermarkets", in 11th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications., 2016 [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]Ana Rodrigues and Penousal Machado and Amilcar Cardoso , "Harmonic Constellation: An Audiovisual Environment of Living Organisms", in Proceedings of the 4th International Workshop on Musical Metacreation (MUME 2016), ICCC, 2016 [publication]Ana Rodrigues and Costa, E. and Amilcar Cardoso and Penousal Machado and Tiago Cruz , "Evolving L-Systems with Musical Notes", in Evolutionary and Biologically Inspired Music, Sound, Art and Design: 5th International Conference, EvoMUSART 2016, Proceedings, 2016 [citation][year=2018]Cao, Xizheng & Zhan, Wen. (2018). Intelligent composition method for the prairie-song melodies of northern China. Journal of Intelligent & Fuzzy Systems. 1-15. DOI: 10.3233/JIFS-18920. [citation][year=2017]ALVES DA VEIGA, Pedro. Generative Theatre of Totality. Journal of Science and Technology of the Arts, [S.l.], v. 9, n. 3, p. 33-43, dec. 2017. ISSN 2183-0088. Available at: . Date accessed: 26 Dec. 2017. doi:http://dx.doi.org/10.7559/citarj.v9i3.422. [publication]João Miguel Cunha and Tiago Martins and Martins, P. and Bicker, J. and Penousal Machado , "TypeAdviser: a type design aiding-tool", in Proceedings of the Workshop on Computational Creativity, Concept Invention, and General Intelligence (C3GI 2016) co-located with the 28th European Summer School in Logic, Language and Information (ESSLLI 2016),Bozen-Bolzano, Italy, August 20-22, 2016., 2016 [publication]Maçãs, C. and Penousal Machado , "The Rhythm of Consumptions", in Expressive 2016 -- Proceedings of the Joint Symposium Expressive 2016, co-located with the Eurographics 2016, 2016 [publication]Maçãs, C. and Penousal Machado , "The Rhythm of Consumptions", in IEEE VIS Arts Program, 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 [publication]Polisciuc, E. and Maçãs, C. and Assunção, F. and Penousal Machado , "Hexagonal Gridded Maps and Information Layers: A Novel Approach for the Exploration and Analysis of Retail Data", in SIGGRAPH ASIA 2016 Symposium on Visualization, 2016 2015(12 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]Polisciuc, E. and Alves, A. and Penousal Machado , "Understanding Urban Land Use through the Visualization of Points of Interest", in Fourth Workshop on Vision and Language (VL'15), part of 2015 Conference on Empirical Methods for Natural Language Processing (EMNLP15), 2015 [citation][year=2018]Shen, J. (2018). Profiling and Grouping Space-time Activity Patterns of Urban Individuals (Doctoral dissertation, UCL (University College London)). [citation][year=2018]Cheng, T., & Shen, J. (2018). Grouping people in cities: From space-time to place-time based profiling. In Human Dynamics Research in Smart and Connected Communities (pp. 181-201). Springer, Cham. [citation][year=2018]da Costa Rainho, F., & Bernardino, J. (2018, June). Web GIS: A new system to store spatial data using GeoJSON in MongoDB. In 2018 13th Iberian Conference on Information Systems and Technologies (CISTI) (pp. 1-6). IEEE. [publication]Cruz, A. and Penousal Machado and Assunção, F. and Leitão, A.P.d.A. , "ELICIT: Evolutionary Computation Visualization", in Genetic and Evolutionary Computation Conference 2015, 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 [publication]Maçãs, C. and Pedro Cruz and Martins, P. and Penousal Machado , "Swarm Systems in the Visualisation of Consumption Patterns", in 24th International Joint Conference on Artificial Intelligence (IJCAI 2015), 2015 [publication]João Miguel Cunha and Martins, P. and Amilcar Cardoso and Penousal Machado , "Generation of Concept-representative symbols", in 23rd International Conference on Case-Based Reasoning (ICCBR 2015) - Workshop on Experience and Creativity, 2015 [citation][year=2017]Featherstone, C., & Van der Poel, E. (2017). Features of conceptual blending in the context of visualisation. [citation][year=2017]Long, D., Gupta, S., Anderson, J. B., & Magerko, B. (2017). The Shape of Story: A Semiotic Artistic Visualization of a Communal Storytelling Experience. [publication]Ana Rodrigues and Penousal Machado and Martins, P. and Amilcar Cardoso , "Sound Visualization Through a Swarm of Fireflies", in 17th Portuguese Conference on Artificial Intelligence (EPIA 2015), 2015 [citation][year=2015]Minh, Huynh Nguyen Hoang, and Angus Graeme Forbes. "Ephemeral Bits: Kinect®-based audio-visual interaction." [publication]Maçãs, C. and Pedro Cruz and Polisciuc, E. and Amaro, H. and Santos, F. and Carvalho, T. and Penousal Machado , "Time-series Application on Big Data – Visualization of Consumption in Supermarkets", in 6th International Conference on Information Visualization Theory and Applications, 2015 [publication]Polisciuc, E. and Pedro Cruz and Amaro, H. and Maçãs, C. and Carvalho, T. and Santos, F. and Penousal Machado , "Arc and Swarm-based Representations of Customer's Flows among Supermarkets", in 6th International Conference on Information Visualization Theory and Applications, 2015 [publication]Barreto, N.V. and Macedo, L. and Penousal Machado and Licinio Roque , "Incorporation of Emotions in the Orphibs' Agent Architecture", in The European Conference on Artificial Life 2015, 2015 2014(8 publications) [publication]Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. and Afonso, N. and António Dourado , "Overall Survival Prediction for Women Breast Cancer using Ensemble Methods and Incomplete Clinical Data", in Medicon 2013 - XIII Mediterranean Conference on Medical and Biological Engineering and Computing, 2014 [citation][year=2015]A semi-supervised method for predicting cancer survival using incomplete clinical data HR Hassanzadeh, JH Phan… - Engineering in Medicine …, 2015 - ieeexplore.ieee.org [citation][year=2015][HTML] Development of Piggy-bank Robot Duck J Runji - 2015 - pc01.lib.ntust.edu.tw [publication]Pedro Henriques Abreu and Amaro, H. and Daniel Castro Silva and Penousal Machado and Abreu, M.H. , "Personalizing Breast Cancer Patients with Heterogeneous Data", in IFMBE International Conference on Health Informatics, 2014 [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]Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "Feature Selection and Novelty in Computational Aesthetics", in 3rd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, pp. 133–144 (Best Paper Award), 2014 [publication]Pedro Cruz and Costa, C. and Penousal Machado , "An Ecosystem of Corporate Politicians", in xCoAx Computation, Communication, Aesthetics and X, 2014 [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. [publication]Tiago Martins and Penousal Machado , "Drawing sounds", in M. Carvalhais and M. Verdicchio, editors, xCoAx 2014: Computation Communication Aesthetics and X, pages 430–437, Porto, Portugal, 2014. University of Porto., 2014 [publication]Penousal Machado and Tiago Martins and Amaro, H. and Pedro Henriques Abreu , "An Interface for Fitness Function Design", in Evolutionary and Biologically Inspired Music, Sound, Art and Design, 2014 2013(17 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. [publication]Leitão, A.P.d.A. and Neves, J.C. and Penousal Machado , "A self-adaptive Mate Choice Model for Symbolic Regression", in IEEE Congress on Evolutionary Computation (CEC), 2013 [publication]Leitão, A.P.d.A. and Penousal Machado , "Self-adaptive Mate Choice for Cluster Geometry Optimization", in Conference on Genetic and Evolutionary Computation (GECCO), 2013 [publication]Rodrigues, J. and Correia, P. and Alves, A. and Penousal Machado and Pereira, F.C. , "Constructing Route Choice Maps from GPS Traces", in World Conference on Transport Research (open track), 2013 [citation][year=2015]Adriano Galindo Leal; Alessandro Santiago dos Santos. Tendências e caminhos das pesquisas em sistemas inteligentes de transporte. CONGRESSO BRASILEIRO DE RODOVIAS & CONCESSÕES. 2015, Brasília. [publication]Dias, J.C. and Pedro Henriques Abreu and Daniel Castro Silva and Fernandes, G. and Penousal Machado and Leitão, A.P.d.A. , "Preparing data for urban traffic simulation using sumo", in SUMO 2013: the First SUMO User Conference, May 15–17 2013, Berlin, Germany, May, 2013 [publication]Dias, J.C. and Penousal Machado and Pereira, F.C. , "Privacy-aware ant colony optimization algorithm for real time route planning", in Proceedings of the World Conference on Transport Research, May, 2013 [publication]Dias, J.C. and Penousal Machado and Pereira, F.C. , "Simulating the impact of drivers’ personality on city transit", in Proceedings of the World Conference on Transport Research, May, 2013 [publication]Kamolov, R. and Penousal Machado , "Musical swarms", in BRIDGES 2013 – Mathematical Art Galleries, Enschede, Netherlands, 2013 [publication]Kamolov, R. and Penousal Machado and Pedro Cruz , "Musical flocks", in Special Interest Group on Computer Graphics and Interactive Techniques Conference, SIGGRAPH ’13, Anaheim, CA, USA, July 21-25, 2013, Poster Proceedings, page 93. ACM, 2013 [publication]Kamolov, R. and Penousal Machado and Pedro Cruz , "Visualizing the flow of users on a wireless network", in Special Interest Group on Computer Graphics and Interactive Techniques Conference, SIGGRAPH ’13, Anaheim, CA, USA, July 21-25, 2013, Poster Proceedings, page 114. ACM, 2013 [publication]Penousal Machado and Amaro, H. , "Fitness functions for ant colony paintings", in Proceedings of the fourth International Conference on Computational Creativity (ICCC), pages 32-39, Sydney, Australia June 12-14 , 2013 [citation][year=2015]Artistic image processing with cellular automata and evolutionary algorithms H Tseng, YP Chen - Evolutionary Computation (CEC), 2015 …, 2015 - ieeexplore.ieee.org [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=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [publication]Tiago Martins and Penousal Machado , "The garden of virtual delights", in BRIDGES 2013 – Mathematical Art Galleries, Enschede, Netherlands, July 27-31, 2013 [publication]Tiago Martins and Penousal Machado and Rebelo, A. , "The garden of virtual delights: virtual fauna for a botanical garden", in Special Interest Group on Computer Graphics and Interactive Techniques Conference, SIGGRAPH ’13, Anaheim, CA, USA, July 21-25, 2013, Poster Proceedings, page 26. ACM, 2013 [publication]Polisciuc, E. and Alves, A. and Bento, C. and Penousal Machado , "Visualizing urban mobility", in Special Interest Group on Computer Graphics and Interactive Techniques Conference, SIGGRAPH ’13, Anaheim, CA, USA, July 21-25, 2013, Poster Proceedings, page 115. ACM, 2013 [citation][year=2019]Sobral, T., Galvão, T., & Borges, J. (2019). Visualization of urban mobility data from intelligent transportation systems. Sensors, 19(2), 332. [citation][year=2017]Sobral, T., Galvão, T., & Borges, J. (2017). Semantic integration of urban mobility data for supporting visualization. Transportation Research Procedia, 24, 180-188 [citation][year=2016]Sobral, Thiago, et al. "OBAVUM: An ontology-based approach to visualizing urban mobility data." Big Data Analysis (ICBDA), 2016 IEEE International Conference on. IEEE, 2016. [citation][year=2015]Sobral, Thiago, Teresa Galvão Dias, and José Luís Borges. "Towards a Conceptual Framework for Classifying Visualisations of Data from Urban Mobility Services." Exploring Services Science. Springer International Publishing, 2015. 228-242. [citation][year=2014]Sobral, T. Developing visualisations for urban mobility data: a user-centred design approach, MSc. Thesis, University of Porto, 2014 [citation][year=2013]Lee, Won Ho, Park, Jae Wan (2013.10). An Approach to Visualizing a Social Network Service Using a Blob Algorithm - Focusing on User Profile Data. ?Journal of Digital Design?, 13(4), 465-476. [publication]Tiago Martins and Penousal Machado and Rebelo, A. , "The Garden of Virtual Delights: Virtual Fauna for a Botanical Garden", in Special Interest Group on Computer Graphics and Interactive Techniques Conference, SIGGRAPH ’13, Anaheim, CA, USA, July 21-25, 2013, Poster Proceedings, page 26. ACM, 2013., 2013 [publication]Tiago Martins and Penousal Machado , "The Garden of Virtual Delights", in BRIDGES 2013 — Mathematical Art Galleries, pages 114–115. Enschede, Netherlands, 2013, 2013 2012(6 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 [publication]Leitão, A.P.d.A. and Pereira, F.B. and Penousal Machado , "Enhancing Cluster Geometry Optimization with Island Models", in IEEE Congress on Evolutionary Computation (CEC-2012), 2012 [citation][year=2015]PDF] Vergleich gebräuchlicher Parallelrechensysteme für die Beschleunigung evolutionärer Algorithmen demonstriert für den Entwurf miniaturisierter optischer und … DIS Limmer - opus4.kobv.de [citation][year=2015]Pure and Hybrid Evolutionary Computing in Global Optimization of Chemical Structures: from Atoms and Molecules to Clusters and Crystals K Sarkar, SP Bhattacharyya - arXiv preprint arXiv:1509.00028, 2015 - arxiv.org [publication]Penousal Machado and Pereira, L. , "Photogrowth: non-photorealistic renderings through ant paintings", in T. Soule and J. H. Moore, editors, Genetic and Evolutionary Computation Conference, GECCO ’12, Philadelphia, PA, USA, July 7-11, 2012, pages 233–240. ACM, 2012, 2012 [citation][year=2015]Artistic image processing with cellular automata and evolutionary algorithms H Tseng, YP Chen - Evolutionary Computation (CEC), 2015 …, 2015 - ieeexplore.ieee.org [citation][year=2015][PDF] Self-Avoiding Random Walks Yielding Labyrinths GR Greenfield - Proceedings of Bridges 2015: …, 2015 - m.archive.bridgesmathart.org [publication]Duro, L. and Penousal Machado and Rebelo, A. , "Graphic narratives: generative book covers", in International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2012, Los Angeles, CA, USA, August 5-9, 2012, Poster Proceedings, 13 SIGGRAPH page 22. ACM, 2012, 2012 2011(4 publications) [publication]Penousal Machado and Leitão, A.P.d.A. , "Evolving Fitness Functions for Mating Selection", in Genetic Programming – 14th European Conference, EuroGP 2011, 2011 [publication]Romero, J.J. and Penousal Machado and Carballal, A. and Osorio, O. , "Aesthetic Classification and Sorting Based on Image Compression", in Applications of Evolutionary Computation - EvoApplicatio, 2011 [citation][year=2015]Synthesized computational aesthetic evaluation of Photos W Wang, D Cai, L Wang, Q Huang, X Xu, X Li - Neurocomputing, 2015 - Elsevier [citation][year=2015][PDF] COMPUTATIONAL AESTHETICS USING MACHINE LEARNING FOR VIDEO GAME CAMERA DIRECTION AL?N ERDEM - 2015 - etd.lib.metu.edu.tr [citation][year=2015]Computational aesthetics of photos quality assessment based on improved artificial neural network combined with an autoencoder technique Y Tan, Y Zhou, G Li, A Huang - Neurocomputing, 2015 - Elsevier [citation][year=2013]**Eisenmann, Jonathan, Matthew Lewis, and Rick Parent. "Inverse mapping with sensitivity analysis for partial selection in interactive evolution." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2013. 72-84. [citation][year=2012]???, ???, and ???. "???????????." ???????? 17.008 (2012): 893-901. [publication]Pedro Cruz and Penousal Machado , "Visualizing the circulatory problems of lisbon", in International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2011, Vancouver, Canada, August 7-11, 2011, Poster Proceedings, 14 SIGGRAPH Vancouver, Canada, August 7 - 11 2011. ACM, 2011 [citation][year=2015][PDF] Visualizações Interactivas de Trajectórias em Vídeo no Espaço e no Tempo A Jorge, S Serra, T Chambel - scitecin.isr.uc.pt [publication]Duro, L. and Pedro Cruz and Penousal Machado , "Abstract ocean waves", in International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2011, Vancouver, Canada, August 7-11, 2011, Poster Proceedings, Vancouver, Canada, 15 SIGGRAPH August 7 - 11 2011. ACM, 2011 2010(5 publications) [publication]Pedro Cruz and Penousal Machado , "Visualizing empires decline", in International Conference on Computer Graphics and Interactive Techniques, SIGGRAPH 2010, Los Angeles, July 27-29, 2010, Poster Proceedings. ACM, 2010 [publication]Pedro Cruz and Penousal Machado , "Visualizing the Portuguese Empire expansion and decline", in International Conference on Digital Arts - ARTECH, 2010 [citation][year=2012]**Jorge, Ana, Nuno Gil, and Teresa Chambel. "Time for a New Look at the Movies through Visualization.",6th International Conference on Digital Arts – ARTECH 2012 [publication]Penousal Machado , "Expressions, assemblages and grammars", in Bridges Conference Proceedings, Pécs, Hungary, 2010, 2010 [publication]Penousal Machado and Nunes, H. and Romero, J.J. , "Graph-based evolution of visual languages", in Applications of Evolutionary Computation, EvoApplications 2010: EvoCOMNET, EvoENVIRONMENT, EvoFI, 2010 [citation][year=2015][PDF] Procedural Modeling and Animation with Quaternions M ANDERSSON - publications.lib.chalmers.se [citation][year=2014]den Heijer, Eelco, and A. E. Eiben. "Investigating aesthetic measures for unsupervised evolutionary art." Swarm and Evolutionary Computation (2014). [citation][year=2013]den Heijer, Eelco. Autonomous Evolutionary Art. PhD Thesis, Vrije Universiteit. 2013 [citation][year=2013]**DiPaola, Steve, et al. "Adaptation of an Autonomous Creative Evolutionary System for Real-World Design Application Based on Creative Cognition." Proceedings of the Fourth International Conference on Computational Creativity. 2013. [citation][year=2013]**Byrne, Jonathan, et al. "A methodology for user directed search in evolutionary design." Genetic Programming and Evolvable Machines (2013): 1-28. [citation][year=2012]Byrne, Jonathan, et al. Approaches to Evolutionary Architectural Design Exploration Using Grammatical Evolution. Diss. Ph. D. thesis, University College Dublin, Ireland, 2012. [citation][year=2012]**Johnson, Colin G. "Fitness in evolutionary art and music: what has been used and what could be used?." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2012. 129-140. [citation][year=2012]**den Heijer, Eelco, and A. E. Eiben. "Evolving pop art using scalable vector graphics." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2012. 48-59. [citation][year=2012]**den Heijer, Eelco, and A. E. Eiben. "Using Scalable Vector Graphics to evolve art." Int. J. Art and Technology, (2012). [citation][year=2011]**Coia, Corrado, and Brian J. Ross. "Automatic evolution of conceptual building architectures." Evolutionary Computation (CEC), 2011 IEEE Congress on. IEEE, 2011. [citation][year=2011]**den Heijer, Eelco, and Ágoston E. Eiben. "Evolving art with scalable vector graphics." GECCO. 2011. [publication]Penousal Machado and Nunes, H. , "A step towards the evolution of visual languages", in First International Conference on Computational Creativity, Lisbon, Portugal, 2010, 2010 [citation][year=2015]PDF] Procedural Modeling and Animation with Quaternions M ANDERSSON - publications.lib.chalmers.se [citation][year=2011]Jordanous, A. Evaluating computational creativity: a Standardised Procedure for Evaluating Creative Systems and its application. Diss. Ph. D. thesis. University of Sussex. Brighton, UK, 2011. 2009(4 publications) [publication]Romero, J.J. and Penousal Machado and Santos, A. , "On the Socialization of Evolutionary Art", in Applications of Evolutionary Computing, EvoWorkshops 2009: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG, 2009 [citation][year=2012]**Johnson, Colin G. "Fitness in evolutionary art and music: what has been used and what could be used?." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2012. 129-140. [citation][year=2012]**Bown, Oliver. "Generative and Adaptive Creativity: A Unified Approach to Creativity in Nature, Humans and Machines." Computers and Creativity. Springer Berlin Heidelberg, 2012. 361-381. [citation][year=2011]G. Kampis, I. Karsai, and E. Szathmáry, editors. Advances in Artificial Life. Darwin Meets von Neumann - 10th European Conference, ECAL 2009, Budapest, Hungary, September 13-16, 2009, Revised Selected Papers, Part II, volume 5778 of Lecture Notes in Computer Science. Springer, 2011. [citation][year=2011]Bown, Oliver, and Jon McCormack. "Creative agency: a clearer goal for artificial life in the arts." Advances in Artificial Life. Darwin Meets von Neumann. Springer Berlin Heidelberg, 2011. 254-261. [publication]Greenfield, G. and Penousal Machado , "Simulating artist and critic dynamics - an agent-based application of an evolutionary art system", in A. Dourado, A. C. Rosa, and K. Madani, editors, IJCCI 2009 - Proceedings of the International Joint Conference on Computational Intelligence, Funchal, Madeira, Portugal, October 5-7, 2009, pages 190–197. INSTICC Press, 2009, 2009 [citation][year=2013]**McCormack, Jon. "Aesthetics, art, evolution." Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Berlin Heidelberg, 2013. 1-12. [citation][year=2013]**Greenfield, Gary. "Ant Paintings Based on the Seed Foraging Behavior of< em> P. barbatus." Proceedings of Bridges 2013: Mathematics, Music, Art, Architecture, Culture. Tessellations Publishing, 2013. [citation][year=2013]**Greenfield, Gary. "Computers and Creativity: edited by Jon McCormack and Mark d’Inverno, Springer, Berlin, 2012, 430 pp., Hardcover, ISBN-13: 978-3-642-31726-2." Journal of Mathematics and the Arts ahead-of-print (2013): 1-4. [citation][year=2012]**Johnson, Colin G. "Connotation in Computational Creativity." Cognitive Computation 4.3 (2012): 280-291. [publication]Martins, A. and Neto, G. and Lemos, R.d. and Penousal Machado and Salvador, A. , "WikiModels: a platform for collaborative development of biochemical models.", in VII Iberoamerican Congress of Biophysics, Rio de Janeiro. 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PhD Theses 2007(1 publication) [publication]Penousal Machado , "Inteligência Artificial e Arte", 2007 MSc Theses 2019(1 publication) [publication]Couceiro e Castro and Boavida, A. and Penousal Machado , "«Máquina de Ouver» — Representação do Discurso Oral pela Tipografia", 2019 2014(1 publication) [publication]Cruz, A. and Pedro Cruz and Penousal Machado , "Visualization for Genetic Algorithms", 2014 2013(2 publications) [publication]Polisciuc, E. and Alves, A. and Rebelo, A. and Penousal Machado , "Visual Tools for the Study of Urban Mobility", 2013 [publication]João Miguel Cunha and Penousal Machado and Bicker, J. , "Dissertation on anatomical relationships among characters of a typeface", 2013 2003(1 publication) [publication]Penousal Machado , "Uma Abordagem Evolucionária ao Problema do Castor Atarefado", 2003 Tech Report 2019(1 publication) [publication]Assunção, F. and Lourenço, Nuno and Penousal Machado and Ribeiro, B. , "Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks", 2019 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. 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