Fernando Jorge Penousal Martins Machado (F414-96CE-1D6B)

Curriculum Vitae

Fernando Jorge Penousal Martins Machado

Penousal Machado is an Associate Professor at the Department of Informatics of the University of Coimbra in Portugal, the Cognitive and Media Systems group coordinator, and the scientific director of the Computational Design and Visualization Lab. of CISUC. He is also the president of SPECIES - the Society for the Promotion of Evolutionary Computation in Europe and its Surroundings. His research interests include Evolutionary Computation, Computational Creativity, Artificial Intelligence, and Information Visualization. He is the author of more than 200 refereed journal and conference papers in these areas, and his peer-reviewed publications have been nominated and awarded multiple times as best paper. Until May 2022 his publications gathered over 4000 citations, an h-index of 29, and an i10-index of 94. He was the advisor of 12 PhD thesis and 45 MSc thesis. He is also the chair of several scientific events, including, among the most recent, ICCC 2020, PPSN XV, and EvoStar 2016; member of the Programme Committee and Editorial Board of some of the main conferences and journals in these fields; member of the Steering Committee of EuroGP, EvoMUSART and Evostar. He is the recipient of several scientific awards, including the prestigious EvoStar Award for outstanding Contribution to Evolutionary Computation in Europe, and the award for Excellence and Merit in Artificial Intelligence granted by the Portuguese Association for Artificial Intelligence. Penousal Machado has been invited to perform keynote speeches in various domains, from evolutionary computation to visualization and art. His work was featured in the Leonardo journal, Wired magazine and presented in venues such as the National Museum of Contemporary Art (Portugal) and the “Talk to me” exhibition of the Museum of Modern Art, NY (MoMA).

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Identificação

Identificação pessoal

Nome completo: Fernando Jorge Penousal Martins Machado

Nomes de citação

Machado, Penousal

Identificadores de autor

Ciência ID: F414-96CE-1D6B
ORCID iD: 0000-0002-6308-6484
Google Scholar ID: https://scholar.google.pt/citations?user=dmjtINEAAAAJ&hl=en&authuser=1
Researcher Id: A-8370-2013
Scopus Author Id: 7006379508

Endereços de correio eletrónico

machado@dei.uc.pt (Profissional)

Moradas

Departamento de Engenharia Informática da Faculdade de Ciências e Tecnologia Universidade de Coimbra. Polo II University of Coimbra, Pinhall de Marrocos, Coimbra, Portugal, 3000-290, Coimbra, Coimbra, Portugal (Profissional)

Websites

http://cdv.dei.uc.pt (Profissional)

Domínios de atuação

Ciências Exatas - Ciências da Computação e da Informação

Idiomas

Idioma	Conversação	Leitura	Escrita	Compreensão
Português	Utilizador proficiente (C1)	Utilizador proficiente (C1)	Utilizador proficiente (C1)	Utilizador proficiente (C1)
Inglês	Utilizador independente (B1)	Utilizador proficiente (C1)	Utilizador independente (B1)	Utilizador independente (B1)
Espanhol; Castelhano	Utilizador independente (B1)	Utilizador independente (B1)	Utilizador elementar (A1)	Utilizador independente (B1)
Francês	Utilizador elementar (A1)	Utilizador independente (B1)	Utilizador elementar (A1)	Utilizador elementar (A1)

Formação

	Grau	Classificação
2007 Concluído	Programa doutoral em Sistemas e Tecnologias da Informação (Doutoramento) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal "Inteligência Artificial e Arte" (TESE/DISSERTAÇÃO)	Distinção e Louvor
2003 Concluído	Mestrado em Engenharia Informática (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal "Uma Abordagem Evolucionária ao Problema do Castor Atarefado" (TESE/DISSERTAÇÃO)	Muito Bom
1994 Concluído	Licenciatura em Engenharia Informática (Licenciatura) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal	16

Percurso profissional

Docência no Ensino Superior

	Categoria Profissional Instituição de acolhimento	Empregador
2018/06/01 - Atual	Professor Associado (Docente Universitário)	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

2018 - 2019	Professor Associado (Docente Universitário)	Universidade de Coimbra, Portugal

2007/05/01 - 2018/06/01	Professor Auxiliar (Docente Universitário)	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

2016 - 2018	Professor Auxiliar (Docente Universitário)	Universidade de Coimbra, Portugal

2013 - 2016	Professor Auxiliar (Docente Universitário)	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

2006/01/01 - 2007/04/30	Assistente (Docente Universitário)	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal

1996/01/01 - 2005/12/31	Assistente (Docente Ensino Superior Politécnico)	Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal

1995/09/01 - 1995/12/31	Assistente (Docente Universitário)	Universidade da Beira Interior, Portugal

Cargos e Funções

	Categoria Profissional Instituição de acolhimento	Empregador
2018 - 2019	Coordenação ou direção de centro de investigação, departamento ou equivalente	Universidade de Coimbra, Portugal

Projetos

Bolsa

	Designação	Financiadores
2023/01/01 - Atual	Center for Responsible AI C645008882-00000055	Agência para a Competitividade e Inovação IP Em curso
2022/05/01 - Atual	Neuraspace - AI Fights Space Debris C644877546-00000020	Agência para a Competitividade e Inovação IP Em curso
2023/10/02 - 2027/10/01	CA22137 - Randomised Optimisation Algorithms Research Network (ROAR-NET) CA22137 Investigador Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	European Cooperation in Science and Technology Em curso
2020/07 - 2023/07	POWER - Empowering a digital future POCI-01-0247-FEDER-070365 Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Agência Nacional de Inovação SA Em curso
2021/01/01 - 2023/03/31	A4A: Audiology for All CENTRO-01-0247-FEDER-047083 Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Agência Nacional de Inovação SA Em curso
2018/05 - 2022/04	H2020 - REMAP- Real-time Condition-based Maintenance for Adaptive Aircraft Maintenance Planning 769288-2	European Commission
2017 - 2020	SUSpENsE - Sustainable built Environment under Natural Hazards and Extreme Events CENTRO-45-2015-1	Programas Integrados de IC&DT, CENTRO-45-2015-1, Programa Operacional do Centro, Portugal 2020
2018 - 2019	UMove - Understanding User's Needs, Preferences and Social Interactions for the Design of Future Mobility Services MIT-EXPL/STS/0069/2017	Fundação para a Ciência e Tecnologia
2013 - 2016	ConCreTe -- Concept Creation Technology 611733	European Commission
2013 - 2015	iCIS -- Intelligent Computing in the Internet of Services CENTRO-07-ST24-FEDER-002003	QREN
2011/04 - 2014/09	Style Based Image Retrieval and Classification grant.Provided by PTCRIS: 115667	Fundação para a Ciência e a Tecnologia
2012 - 2014	RECARDI -- REde de Cultura e ARte DIgital QREN 22997	QREN
2012 - 2014	VisualyzARt -- Ferramenta de programação visual para realidade aumentada e interfaces naturais de utilizador QREN 23201	QREN
2010/05 - 2013/10	High-Performance Computing over the Large-Scale Internet grant.Provided by PTCRIS: 102212	Fundação para a Ciência e a Tecnologia
2010/05 - 2013/10	COSMO - COllaborative System for Mobility Optimization grant.Provided by PTCRIS: 108785	Fundação para a Ciência e a Tecnologia
2011/01 - 2013/06	SUM - Sensing and Understanding human Motion dynamics grant.Provided by PTCRIS: 113933	Fundação para a Ciência e a Tecnologia
2011 - 2013	Sistema de Medición de Afinidade Estilística: Aplicación á Busca de Imaxes por Similitude e á Xeración de Filtros De Imaxe Sobre a Base de Exemplos XUGAPGIDIT10TIC105008PR	Xunta de Galicia
2009 - 2011	Aplicación de Métricas para la Clasificación de Imágenes Según Criterios Estilísticos y Estéticos TIN2008--06562/TIN	Spanish Ministry for Science and Technology
2008/12 - 2010/04	CityMotion Platform for integrated mobility analysis using heterogeneous data about the city Programa MIT Portugal	FCT – Foundation for Science and Technology
2000 - 2001	Genome Compiler POSI/SRI/34756/1999	FCT – Foundation for Science and Technology
2000 - 2001	Study and Application of Evolutionary Computation Techniques to Non-Computable and NP-Complete Problems POSI/SRI/34493/1999	FCT - Foundation for Science and Technology

Projeto

	Designação	Financiadores
2024/11/01 - 2027/10/30	“CERAMORFOSE - Innovation in ceramic products through generative design, artificial intelligence and additive manufacturing”, 0 Centro Tecnológico da Cerâmica e do Vidro, Portugal	European Regional Development Fund Em curso
2023/01 - 2026/12	EA-DIGIFOLK: An European and Ibero-American approach for the digital collection, analysis and dissemination of folk music 101086338 Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	EU Framework Programme for Research and Innovation Marie Sklodowska-Curie Actions Em curso
2021/01/01 - 2025/12/31	Intelligent Systems Associate Laboratory LA/P/0104/2020 10.54499/LA/P/0104/2020 Universidade do Minho, Portugal Universidade do Minho Centro ALGORITMI, Portugal Universidade do Porto Centro de Matemática, Portugal Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal Universidade Nova de Lisboa, Portugal Universidade Nova de Lisboa Unidade de Investigação e Desenvolvimento em Engenharia Mecânica e Industrial, Portugal Instituto Politécnico do Cávado e do Ave, Portugal Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal Universidade de Aveiro, Portugal Universidade Nova de Lisboa Centro de Tecnologias e Sistemas, Portugal Universidade de Coimbra, Portugal Universidade de Aveiro Centro de Tecnologia Mecânica e Automação, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal Universidade do Porto Faculdade de Engenharia, Portugal Universidade do Minho Instituto de Polímeros e Compósitos, Portugal Universidade de Aveiro Instituto de Engenharia Eletrónica e Informática de Aveiro, Portugal Instituto Politécnico do Porto Centro de Investigação em Sistemas Computacionais Embebidos e de Tempo-Real, Portugal Universidade do Porto Faculdade de Ciências, Portugal	Fundação para a Ciência e a Tecnologia Em curso
2021/01/01 - 2025/12/31	Laboratório Associado de Sistemas Inteligentes LA/P/0104/2020 Universidade Nova de Lisboa Centro de Tecnologias e Sistemas, Portugal Universidade de Aveiro Centro de Tecnologia Mecânica e Automação, Portugal Instituto Politécnico do Porto Centro de Investigação em Sistemas Computacionais Embebidos e de Tempo-Real, Portugal Universidade do Minho, Portugal Universidade do Porto Centro de Matemática, Portugal Universidade do Porto Faculdade de Ciências, Portugal Universidade Nova de Lisboa, Portugal Universidade do Porto Laboratório de Inteligência Artificial e Ciência de Computadores, Portugal Universidade do Minho Centro ALGORITMI, Portugal Universidade Nova de Lisboa Unidade de Investigação e Desenvolvimento em Engenharia Mecânica e Industrial, Portugal Universidade de Aveiro, Portugal Universidade do Minho Instituto de Polímeros e Compósitos, Portugal Universidade de Aveiro Instituto de Engenharia Eletrónica e Informática de Aveiro, Portugal Universidade de Coimbra, Portugal Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal Instituto Politécnico do Cávado e do Ave, Portugal Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal Universidade do Porto Faculdade de Engenharia, Portugal	Fundação para a Ciência e a Tecnologia Em curso
2023/12/04 - 2024/12/03	AutoEvaVis: Automatic Evaluation of Visualizations – a Machine Learning Approach 2022.15675.CMU 10.54499/2022.15675.CMU Universidade de Coimbra, Portugal Carnegie Mellon University, Estados Unidos	Fundação para a Ciência e a Tecnologia Em curso
2021/05/15 - 2024/05/14	SWGO: the wide-field gamma-ray observatory at the Southern hemisphere PTDC/FIS-PAR/4300/2020 Laboratório de Instrumentação e Física Experimental de Partículas, Portugal Laboratório de Instrumentação e Física Experimental de Partículas Pólo de Coimbra, Portugal	Fundação para a Ciência e a Tecnologia Em curso
2019/01/10 - 2022/07/09	GadGET: Deteção de padrões de adição em jogo online DSAIPA/DS/0022/2018 Universidade Nova de Lisboa MagIC, Portugal Universidade Nova de Lisboa, Portugal Universidade de Coimbra, Portugal Turismo de Portugal, Portugal	Fundação para a Ciência e a Tecnologia Em curso
2018/09/01 - 2020/09/03	LEXIA PS0738 LEXIA \| DITS09-2018-341 Investigador responsável Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Critical Software Em curso
2018 - 2020	Altice Vis Lugus PS0646 ALTICE LABS, SA	Altice Labs
2019/01/01 - 2019/12/31	CENTRO DE INFORMÁTICA E SISTEMAS DA UNIVERSIDADE DE COIMBRA UID/CEC/00326/2019 154639UID Universidade de Coimbra, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2019/01/01 - 2019/12/31	INSTITUTO DE ENGENHARIA DE SISTEMAS E COMPUTADORES DE COIMBRA - INESC COIMBRA UID/Multi/00308/2019 UIDB/00308/2020 10.54499/UIDB/00308/2020 Instituto de Engenharia de Sistemas e Computadores de Coimbra, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2017/07/01 - 2019/06/20	MomentumZai Lugus - PS0616 Investigador responsável Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Feedzai
2018 - 2019	Multimedia Modules LIS/IPN Project 722	Cupertino Miranda's Foundation
2017 - 2018	STRATIO - AI LIS/IPN Project 711	Stratio
2015 - 2016	Desenvolvimento do site do ANOZERO 2015 -- Bienal de Arte Contemporânea de Coimbra LIS/IPN Project 560	Circulo de Artes Plásticas de Coimbra
2013 - 2016	Sonae Viz -- Big Data Visualization for retail LIS/IPN Project 560 SONAE	Sonae
2011/04/01 - 2014/09/30	Style Based Image Retrieval and Classification PTDC/EIA-EIA/115667/2009 Universidade de Coimbra, Portugal Universidade de Coimbra Departamento de Engenharia Civil, Portugal Universidade da Coruña Facultade de Informática, Espanha Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2011/01/01 - 2013/12/31	Projecto Estratégico - UI 326 - 2011-2012 PEst-C/EEI/UI0326/2011 Universidade de Coimbra, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2010/05/01 - 2013/10/31	COSMO - COllaborative System for Mobility Optimization PTDC/EIA-EIA/108785/2008 Universidade de Coimbra, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2010/05/01 - 2013/10/31	High-Performance Computing over the Large-Scale Internet PTDC/EIA-EIA/102212/2008 Universidade de Coimbra, Portugal Universidade de Coimbra Departamento de Engenharia Civil, Portugal Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal	Fundação para a Ciência e a Tecnologia Concluído
2011/01/01 - 2013/06/30	SUM - Observação e compreensão da dinâmica do movimento humano PTDC/EIA-EIA/113933/2009 Universidade do Minho, Portugal Universidade do Minho Centro ALGORITMI, Portugal Instituto de Engenharia de Sistemas e Computadores, Portugal Universidade de Coimbra, Portugal	Fundação para a Ciência e a Tecnologia Concluído

Outro

	Designação	Financiadores
2024/01/01 - 2025/12/31	ILLIANCE energy efficiency 10.54499/LA/P/0104/2020	Em curso
2024/01/01 - 2025/12/31	OLI PUSH - ILLIANCE energy efficiency 10.54499/LA/P/0104/2020	Em curso

Produções

Publicações

Artigo em conferência	Francisco Baeta; João Correia; Tiago Martins; Penousal Machado. "Exploring Evolutionary Generators within Generative Adversarial Networks". 2024. 10.1145/3638530.3654348 Penousal Machado; João Correia. "Evolutionary Art and Design in the Machine Learning Era". 2024. 10.1145/3638530.3648408 Macedo, João; Kahsay Gidey, Habtom; Rebuli, Karina; Machado, Penousal. "Evolving User Interfaces: A Neuroevolution Approach for Natural Human-Machine Interaction". Trabalho apresentado em International Conference on Artificial Intelligence in Music, Sound, Art and Design (EvoMUSART), Aberystwyth, 2024. Macedo, João; Lopes, Daniel; Correia, João; Machado, Penousal; Costa, Ernesto. "Evolving Visually-Diverse Graphic Design Posters". Trabalho apresentado em International Conference on Artificial Intelligence in Music, Sound, Art and Design (EvoMUSART), Aberystwyth, 2024. Cortês, Gabriel; Lourenço, Nuno; Machado, Penousal. Autor correspondente: Cortês, Gabriel. "Towards Physical Plausibility in Neuroevolution Systems". Trabalho apresentado em Applications of Evolutionary Computation ¿ 27th International Conference, EvoApplications 2024, Aberystwyth, 2024. Aceite para publicação Rebelo, Sérgio M.; Merelo, J. J.; Bicker, João; Machado, Penousal. "Evaluation Metrics for Automated Typographic Poster Generation". Trabalho apresentado em Thirteenth International Conference on Computational Intelligence in Music, Sound, Art and Design (EvoMUSART 2020), Sevilha/Online, Aberystwyth, 2024. Aceite para publicação Machado, Penousal; Martins, Tiago; Correia, João; Espírito Santo, Luís; Lourenço, Nuno; Cunha, João Miguel; Rebelo, Sérgio; Martins, Pedro; Bicker, João. "From Pixels to Metal: AI-Empowered Numismatic Art". Trabalho apresentado em Thirty-Third International Joint Conference on Artificial Intelligence AI, Arts & Creativity, 2024. Publicado • 10.24963/ijcai.2024/854 Jessica Mégane; Nuno Lourenço; Penousal Machado; Dirk Schweim. "The Influence of Probabilistic Grammars on Evolution". 2023. 10.1145/3583133.3590706 Victor Costa; Nuno Lourenço; João Correia; Penousal Machado. "Exploring Generative Adversarial Networks for Text-to-Image Generation with Evolution Strategies". 2023. 10.1145/3583133.3590549 Stefano Tiso; Pedro Carvalho; Nuno Lourenço; Penousal Machado. "Biological insights on grammar-structured mutations improve fitness and diversity". 2023. 10.1145/3583131.3590472 Silva, Pedro; Lopes, Daniel; Parente, Jéssica; Licinio Gomes Roque; Machado, Penousal. "Can Creativity be Enhanced by Computational Tools?". Trabalho apresentado em International Conference on Computational Creativity, Waterloo, 2023. Publicado Martins, Tiago; Cunha, João Miguel; Correia, João; Machado, Penousal. "Towards the evolution of prompts with metaprompter". Trabalho apresentado em 12th International Conference on Artificial Intelligence in Music, Sound, Art and Design (EvoMUSART) 2023, 2023. Parente, Jéssica; Gonçalo, Luís; Martins, Tiago; Cunha, João Miguel; Bicker, João; Machado, Penousal. "Using autoencoders to generate skeletonbased typography". Trabalho apresentado em 12th International Conference on Artificial Intelligence in Music, Sound, Art and Design (EvoMUSART) 2023, 2023. Sousa, Bruna; Rodrigues, Ana; Coelho, Nuno; Machado, Penousal. "Made you look: crossing visual attention with computational design to create motion-based visual distractions". Trabalho apresentado em ISEA ¿ 27th International Symposium on Electronic Art, Barcelona, 2022. Aceite para publicação Silva, Pedro; Maçãs, Catarina; Correia, João; Machado, Penousal; Polisciuc, Evgheni. "ANTENNA: A Tool for Visual Analysis of Urban Mobility based on Cell Phone Data". 2022. 10.5220/0010902200003124 Rebelo, Sérgio M.; Seiça, Mariana; Martins, Pedro; Bicker, João; Machado, Penousal. "ESSYS* Sharing #UC: An Emotion-driven Audiovisual Installation". Trabalho apresentado em 2022 IEEE VIS Arts Program (VISAP), 2022. Publicado • 10.1109/visap57411.2022.00017 Silva, Pedro; Martins, Pedro; Machado, Penousal. "Personal Instants". Trabalho apresentado em Conference on Computation, Communication, Aesthetics & X, Graz, 2021. Aceite para publicação "On the exploitation of neuroevolutionary information". 2021. 10.1145/3449726.3459507 "Visualisation Tool to Support Fraud Detection". 2021. 10.1109/iv53921.2021.00022 "Speed benchmarking of genetic programming frameworks". 2021. 10.1145/3449639.3459335 "Exploring Automatic Fitness Evaluation for Evolutionary Typesetting". 2021. 10.1145/3450741.3465247 Costa, V.; Lourenço, N.; Correia, J.; MacHado, P.. "Improved evolution of generative adversarial networks". 2021. 10.1145/3449726.3459448 MacHado, P.. "Evolutionary art and design: Representation, fitness and interaction". 2021. 10.1145/3449726.3461398 Luis Gonçalo; Cunha, João Miguel; Machado, Penousal. "Towards a Visual Language Using Neural Networks". Trabalho apresentado em Twelfth International Conference on Computational Creativity, ICCC 2021, 2021. Machado, Penousal. "GlyphSOMe: Using SOM with Data Glyphs for Customer Profiling". 2020. 10.5220/0009178803010308 Martins, T.; Correia, J.; Rebelo, S.; Bicker, J.; MacHado, P.. "Portraits of No One: An Internet Artwork". 2020. 10.1145/3394171.3416337 Fernandes, P.; Correia, J.; Machado, P.. "Towards latent space exploration for classifier improvement". 2020. Parente, J.; Martins, T.; Bicker, J.; Hardman, P.; Machado, P.. "Working with type: Approaches on generative and evolutionary typographic creation". 2020. Lopes, D.; Correia, J.; MacHado, P.. "Adea - Evolving glyphs for aiding creativity in typeface design". 2020. 10.1145/3377929.3389964 Macas, C.; Polisciuc, E.; Machado, P.. "VaBank: Visual Analytics for Banking Transactions". 2020. 10.1109/IV51561.2020.00062 Cunha, J.M.; Martins, P.; Machado, P.. "Knowledge in computational design: Typography, Emoji and Flags". 2020. Silva, P.; Martins, P.; Machado, P.. "Money Leave(s) Portugal: An Aesthetic Exploration of Public Investments". 2020. 10.1109/IV51561.2020.00031 Cruz, A.; Arrais, J.P.; MacHado, P.. "Exploring Time-Series through Force-Directed Timelines". 2020. 10.1109/IV51561.2020.00061 Carvalho, P.; Lourenco, N.; Assuncao, F.; Machado, P.. "AutoLR: An evolutionary approach to learning rate policies". 2020. 10.1145/3377930.3390158 Rodrigues, Ana; Sousa, Bruna; Machado, Penousal; Cardoso, Amílcar. "Glowing Lichen: Visually Sensing Social Spaces". Trabalho apresentado em 26th International Symposium on Electronic Art (ISEA), Montreal, 2020. Aceite para publicação Lopes, Daniel; Correia, João; Machado, Penousal. "Adea: Evolving Glyphs for Aiding Creativity in the Graphic Design Workflow". Trabalho apresentado em 8th Conference on Computation, Communication, Aesthetics & X (xCoAx 2020), 2020. Parente, Jéssica; Martins, Tiago; Bicker, João; Machado, Penousal. "Which type is your type?". Trabalho apresentado em 11th International Conference on Computational Creativity (ICCC 2020), 2020. Cunha, João Miguel; Pedro Martins; Gonçalo Oliveira, Hugo; Machado, Penousal. "Ever-changing Flags: Trend- driven Symbols of Identity". Trabalho apresentado em 8th Conference on Computation, Communication, Aesthetics & X (xCoAx 2020), 2020. Cunha, João Miguel; Pedro Martins; Machado, Penousal. "Ever-changing Flags: Impact and Ethics of Modifying National Symbols". Trabalho apresentado em Eleventh International Conference on Computational Creativity, ICCC 2020, 2020. Cunha, João Miguel; Pedro Martins; Lourenço, Nuno; Machado, Penousal. "Emojinating Co-Creativity: Integrating Self-Evaluation and Context-Adaptation". Trabalho apresentado em Eleventh International Conference on Computational Creativity, ICCC 2020, 2020. Cunha, João Miguel; Pedro Martins; Machado, Penousal. "Let¿s Figure This Out: A Roadmap for Visual Conceptual Blending". Trabalho apresentado em Eleventh International Conference on Computational Creativity, ICCC 2020, 2020. Rebelo, Sérgio M.; Bicker, João; Machado, Penousal. "Evolutionary Experiments in Typesetting of Letterpress-Inspired Posters". Trabalho apresentado em Eleventh International Conference on Computational Creativity, September 7¿11, 2020, Coimbra, 2020. Publicado Machado, Penousal. "Designing Posters Towards a Seamless Integration in Urban Surroundings". 2019. 10.1145/3359852.3359892 Sousa, Bruna; Coelho, Nuno; Machado, Penousal. "I am here". Trabalho apresentado em #18.ART International Meeting of Art and Technology, Lisboa, 2019. Publicado Seiça, Mariana; Rodrigues, Ana; Martins, Pedro; Cardoso, F. Amílcar; Machado, Penousal. "Computer Generation and Perception Evaluation of Music-Emotion Associations". Trabalho apresentado em 14th International Symposium on Computer Music Multidisciplinary Research (CMMR), Marselha, 2019. Machado, Penousal. "COEGAN". 2019. 10.1145/3321707.3321746 Pereira, R.C.; Abreu, P.H.; Polisciuc, E.; Machado, P.. "A data visualization approach for intersection analysis using AIS data". 2019. Machado, P.. "Evolving ART: Past, present and future". 2019. Cunha, J.M.; Martins, P.; Machado, P.. "Using image schemas in the visual representation of concepts". 2019. Machado, Penousal. "Evolutionary data augmentation in deep face detection". 2019. 10.1145/3319619.3322053 Cunha, J.M.; Rebelo, S.; Martins, P.; Machado, P.. "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?". 2019. "A Dynamic Approach for the Generation of Perceptual Associations". 2019. Rebelo, Sérgio; Martins, Tiago; Rebelo, Artur; Bicker, João; Machado, Penousal. "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". Trabalho apresentado em 10th Typography Meeting (10ET), 2019. Martins, Tiago; Rebelo, Sérgio; Bicker, João; Machado, Penousal. "Portraying with Letters: An Interactive Installation". Trabalho apresentado em International Association of Societies of Design Research (IASDR 2019), 2019. Filipe Assuncao; David Sereno; Nuno Lourenco; Penousal Machado; Bernardete Ribeiro; Assunção, F.; Sereno, D.; et al. "Automatic Evolution of AutoEncoders for Compressed Representations". 2018. 10.1109/cec.2018.8477874 Cunha, João Miguel; Pedro Martins; Machado, Penousal. "Emojinating: Representing Concepts Using Emoji". Trabalho apresentado em Workshop Proceedings from The 26th International Conference on Case-Based Reasoning (ICCBR 2018), Stockholm, 2018. Macas, C.; Martins, P.; Machado, P.. "Consumption as a rhythm: A multimodal experiment on the representation of time-series". 2018. 10.1109/iV.2018.00093 Lopes, D.; Martins, P.; Machado, P.. "Olhos music fest-branding". 2018. 10.1109/iV.2018.00094 Cruz, A.; Arrais, J.P.; Machado, P.. "Interactive network visualization of gene expression time-series data". 2018. 10.1109/iV.2018.00105 Macas, C.; Machado, P.. "Radial calendar of consumption". 2018. 10.1109/iV.2018.00027 Macas, C.; Rodrigues, A.; Bernardes, G.; Machado, P.. "MixMash: A visualisation system for musical mashup creation". 2018. 10.1109/iV.2018.00088 Cunha, J.M.; Polisciuc, E.; Martins, P.; Machado, P.. "The many-faced plot: Strategy for automatic glyph generation". 2018. 10.1109/iV.2018.00023 Machado, Penousal. "Generation of Aesthetic Emotions Guided by Perceptual Features". 2018. 10.13140/RG.2.2.28766.69444 Machado, Penousal. "Computational Creative Experiments in the Development of Visual Identities". 2018. 10.13140/RG.2.2.21531.52007 "How Shell and Horn make a Unicorn: Experimenting with Visual Blending in Emoji". 2018. Bicker, João; Rebelo, Sérgio; Fonseca, Carlos M.; Machado, Penousal. "Evolutionary Experiments in the Development of Typographical Posters". Trabalho apresentado em 6th Conference on Computation, Communication, Aesthetics & X, Madrid, 2018. Publicado Martins, Tiago; Rebelo, Sérgio; Bicker, João; Machado, Penousal. "Building typefaces as programs: A node-based approach for modular type design". Trabalho apresentado em 9th Typography Meeting (9ET), 2018. Rebelo, Sérgio; Martins, Tiago; Bicker, João; Machado, Penousal. "Typography as Image: Experiments on Typographic Portraits". Trabalho apresentado em 9th Typography Meeting (9ET), 2018. Machado, Fernando. "Towards the evolution of multi-layered neural networks". 2017. 10.1145/3071178.3071286 Cunha, João Miguel; Goncalves, João; Martins, Pedro; Machado, Penousal; Cardoso, Amlcar. "A Pig, an Angel and a Cactus Walk Into a Blender: A Descriptive Approach to Visual Blending". 2017. Assuncão, Filipe; Lourenco, Nuno; Ribeiro, Bernardete; Machado, Penousal. "Evolutionary Machine Learning: An Essay on Benchmarking". 2017. Assuncao, F.; Lourenco, N.; Machado, P.; Ribeiro, B.. "Automatic generation of neural networks with structured Grammatical Evolution". 2017. 10.1109/CEC.2017.7969488 Polisciuc, E.; Cruz, A.; Machado, P.; Arrais, J.P.. "On the role of aesthetics in genetic algorithms applied to graph drawing". 2017. 10.1145/3067695.3082552 "Using Computer Vision Techniques for Moving Poster Design". 2017. Assuncao, Filipe; Lourenco, Nuno; Machado, Penousal; Ribeiro, Bernardete. "Evolutionary Machine Learning: An Essay on Bechmarking". 2017. Assuncao, Filipe; Lourenco, Nuno; Machado, Penousal; Ribeiro, Bernardete. "Evolutionary Machine Learning: An Essay on Experimental Design". 2017. Rodrigues, Ana; Cardoso, Am ilcar; Machado, Penousal. "Harmonic Constellation: An Audiovisual Environment of Living Organisms". 2016. Polisciuc, Evgheni; Cruz, Pedro; Macas, Catarina; Amaro, Hugo; Machado, Penousal. "Flow Map of Products Transported among Warehouses and Supermarkets". 2016. Macas, Catarina; Machado, Penousal; Catarina Macãs; Penousal Machado; Maçãs, C.; Machado, P.. "The Rhythm of Consumptions". 2016. 10.2312/exp.20161259 Correia, Ana Beatriz; Machado, Penousal. "The Aesthetics of Routine". 2016. 10.2312/exp.20161260 Macas, Catarina; Cruz, Pedro; Polisciuc, Evgheni; Amaro, Hugo; Machado, Penousal. "Iso-edges for the Geovisualization of Consumptions". 2016. Correia, João; Martins, Tiago; Martins, Pedro; Machado, Penousal. "X-Faces: The eXploit Is Out There". 2016. Martins, Tiago; Correia, Joao; Costa, Ernesto; Machado, Penousal. "Evotype: From Shapes to Glyphs". 2016. 10.1145/2908812.2908907 Polisciuc, E.; Maçãs, C.; Assunção, F.; Machado, P.. "Hexagonal gridded maps and information layers: A novel approach for the exploration and analysis of retail data". 2016. 10.1145/3002151.3002160 Cunha, J.M.; Martins, T.; Martins, P.; Bicker, J.; Machado, P.. "TypeAdviser: A type design aiding-tool". 2016. Machado, Penousal. "Incorporation of Emotions in the Orphibs’ Agent Architecture". 2015. 10.7551/978-0-262-33027-5-ch058 Polisciuc, Evgheni; Alves, Ana; Machado, Penousal. "Understanding Urban Land Use through the Visualization of Points of Interest". 2015. Cruz, A.; Machado, P.; Assunção, F.; Leitão, A.. "ELICIT - Evolutionary computation visualization". 2015. 10.1145/2739482.2768443 Cunha, J.M.; Martins, P.; Cardoso, A.; MacHado, P.. "Generation of concept-representative symbols". 2015. Maçãs, C.; Cruz, P.; Amaro, H.; Polisciuc, E.; Carvalho, T.; Santos, F.; Machado, P.. "Time-series application on big data: Visualization of consumption in supermarkets". 2015. Assunção, F.; Correia, J.; Martins, P.; Machado, P.. "Evolving families of shapes". 2015. Polisciuc, E.; Cruz, P.; Amaro, H.; Maçãs, C.; Carvalho, T.; Santos, F.; Machado, P.. "Arc and swarm-based representations of customer's flows among supermarkets". 2015. Maçãs, C.; Cruz, P.; Martins, P.; Machado, P.. "Swarm systems in the visualization of consumption patterns". 2015. Machado, P.; Vinhas, A.; Correia, J.; Ekárt, A.. "Evolving ambiguous images". 2015. Cruz, Pedro; Costa, Catia; Machado, Penousal. "An Ecosystem of Corporate Politicians". 2014. Martins, Tiago; Machado, Penousal. "Drawing Sounds". 2014. Machado, Fernando. "Personalizing Breast Cancer Patients with Heterogeneous Data". 2014. 10.1007/978-3-319-03005-0_11 MacHado, P.; Correia, J.. "Semantic aware methods for evolutionary art". 2014. 10.1145/2576768.2598293 Abreu, P.H.; Amaro, H.; Silva, D.C.; Machado, P.; Abreu, M.H.; Afonso, N.; Dourado, A.. "Overall survival prediction for women breast cancer using ensemble methods and incomplete clinical data". 2014. 10.1007/978-3-319-00846-2_338 Leitão, A.; Machado, P.. "Self-adaptive mate choice for cluster geometry optimization". 2013. 10.1145/2463372.2463494 Kamolov, R.; Machado, P.; Cruz, P.. "Visualizing the flow of users on a wireless network". 2013. 10.1145/2503385.2503510 Polisciuc, E.; Alves, A.; Bento, C.; Machado, P.. "Visualizing urban mobility". 2013. 10.1145/2503385.2503511 Kamolov, R.; Machado, P.; Cruz, P.. "Musical flocks". 2013. 10.1145/2503385.2503487 Leitão, A.; Neves, J.C.; MacHado, P.. "A self-adaptive Mate Choice model for Symbolic Regression". 2013. 10.1109/CEC.2013.6557547 José Capela Dias; Penousal Machado; Francisco Camara Pereira. "Simulating the Impact of Drivers' Personality on City Transit". 2013. José Capela Dias; Penousal Machado; Francisco Camara Pereira. "Privacy-Aware Ant Colony Optimization Algorithm for Real Time Route Planning". 2013. Alves, Ana; Rodrigues, Joao; Correia, Pedro; Machado, Penousal; Pereira, Francisco C.. "Constructing route choice maps from GPS traces". 2013. Machado, Penousal; Amaro, Hugo. "Fitness Functions for Ant Colony Paintings". 2013. Correia, João; Machado, Penousal; Romero, Juan; Carballal, Adrián. "Evolving Figurative Images Using Expression-Based Evolutionary Art". 2013. Dias, Jose Capela; Abreu, Pedro Henriques; Silva, Daniel Castro; Fernandes, Gustavo; Machado, Penousal; Leitao, Antonio. "Preparing Data for Urban Traffic Simulation using SUMO". 2013. Leitão, A.; Pereira, F.B.; Machado, P.. "Enhancing cluster geometry optimization with island models". 2012. 10.1109/CEC.2012.6256544 Duro, L.; Machado, P.; Rebelo, A.. "Graphic narratives: Generative book covers". 2012. 10.1145/2342896.2342925 Carballal, Adrian; Romero, Juan; Machado, Penousal; Pena, Maria. "Estudio de conjuntos muestrales usados en clasificacion automatica de imagenes". 2012. Correia, J.; MacHado, P.; Romero, J.. "Improving Haar Cascade classifiers through the synthesis of new training examples". 2012. 10.1145/2330784.2331001 Pena, Maria; Romero, Juan; Machado, Penousal; Carballal, Adrian. "Probas de validacion de Criticos de Arte Artificiais". 2012. Duro, L.; Cruz, P.; Machado, P.. "Abstract ocean waves". 2011. 10.1145/2037715.2037728 Cruz, P.; Machado, P.. "Visualizing the circulatory problems of Lisbon". 2011. 10.1145/2037715.2037818 Machado, Penousal. "Expressions, Assemblages and Grammars". 2010. Cruz, Pedro; and Penousal, Machado. "Visualizing the Portuguese Empire expansion and decline". 2010. Machado, P.; Nunes, H.. "A step towards the evolution of visual languages". 2010. Greenfield, Gary; Machado, Penousal. "Simulating Artist and Critic Dynamics - An Agent-based Application of an Evolutionary Art System". 2009. Machado, Penousal; Romero, Juan. "Losing System Signature". 2009. Greenfield, G.; Machado, P.. "Simulating artist and critic dynamics: An agent-based application of an evolutionary art system". 2009. Fernando Graca; Penousal Machado. "Informal Stains". 2009. Martins, Alexandre; Neto, Goncalo; de Lemos, Rogerio; Machado, Penousal; Salvador, Armindo. "WikiModels: a platform for collaborative development of biochemical models". 2009. Graca, Fernando; Machado, Penousal. "Evolving Assemblages of 3D Objects". 2008. Manaris, B.; Roos, P.; Machado, P.; Krehbiel, D.; Pellicoro, L.; Romero, J.. "A corpus-based hybrid approach to music analysis and composition". 2007. Romero, Juan; Machado, Penousal; Santos, Antonino; Santos, Marisa. "Sociedad Hibrida: Una extension de computacion evolutiva interactiva". 2006. Cardoso, Amilcar; Machado, Penousal. "Sobre a Geracao de Obras de Arte". 2006. Pena, Marisa; Romero, Juan; Machado, Penousal; Pazos, Alejandro. "Maquinas Esteticas". 2006. Romero, Juan; Machado, Penousal; Manaris, Bill; Santos, Antonino. "Criticos de Arte Artificiales". 2006. Romero, J.; Sanmartín, E.; Machado, P.; Santos, A.. "Artificial immune systemm based art". 2005. Rothlauf, F.; Corne, D.W.; Machado, P.; Smith, G.D.; Branke, J.; Drechsler, R.; Marchior, E.; et al. "Lecture Notes in Computer Science: Preface". 2005. Manaris, B.; Machado, P.; McCauley, C.; Romero, J.; Krehbiel, D.. "Developing fitness functions for pleasant music: Zipf's law and interactive evolution systems". 2005. Machado, P.; Tavares, J.; Cardoso, A.; Pereira, F. B.; Costa, E.. "Evolving Creativity". 2004. Oliveira, Rui; Pereira, Francisco C.; Machado, Penousal. "Animating 3D Creatures". 2004. Machado, Penousal; Romero, Juan; Manaris, Bill; Santos, Antonino; Cardoso, Amilcar. "Power to the Critics --- A Framework for the Development of Artificial Art Critics". 2003. Romero, J.; Machado, P.; Ares, M.. "Artificial Music Critics". 2003. Tavares, J.; Machado, P.; Pereira, F.B.; Costa, E.. "On the influence of GVR in vehicle routing". 2003. Machado, P.; Cardoso, A.. "NEvAr --- System Overview". 2003. Tavares, Jorge; Pereira, Francisco B.; Machado, Penousal; Costa, Ernesto. "Crossover and Diversity: A Study about GVR". 2003. Tavares, Jorge; Pereira, Francisco B.; Machado, Penousal; Costa, Ernesto. "GVR Delivers It On Time". 2002. Machado, Penousal; Dias, Andre; Duarte, Nuno; Cardoso, Amilcar. "Giving Colour to Images". 2002. Dias, A.; Machado, P.; Cardoso, A.. "Improving genome compiler's performance". 2002. Machado, Penousal; Tavares, Jorge; Pereira, Francisco B.; Costa, Ernesto. "Vehicle Routing Problem: Doing It The Evolutionary Way". 2002. Pereira, F.B.; Tavares, J.; Machado, P.; Costa, E.; Pereira, FB; Tavares, J; Machado, P; Costa, E. "GVR: A new genetic representation for the vehicle routing problem". 2002. Grilo, Carlos; Machado, Penousal; Cardoso, Amilcar. "Paradigmatic Analysis Using Genetic Algorithms". 2001. Machado, Penousal; Dias, Andre; Cardoso, Amilcar. "GenCo - A Project Report". 2001. Pereira, F.B.; Machado, P.; Costa, E.; Cardoso, A.; Ochoa-Rodriguez, A.; Santana, R.; Soto, M.. "Too busy to learn [individual learning interaction with evolutionary algorithm in Busy Beaver problem]". 2000. 10.1109/CEC.2000.870369 Santana, Roberto; Ochoa-Rodr\iguez, Alberto; Soto, Marta; Pereira, Francisco Baptista; Machado, Penousal; Costa, Ernesto; Cardoso, Am ilcar. "Probabilistic Evolution and the Busy Beaver Problem". 2000. Machado, Penousal; Cardoso, Amilcar. "NEvAr --- The Assessment of an Evolutionary Art Tool". 2000. Machado, Penousal; Cardoso, Amilcar. "Speeding up Genetic Programming". 1999. Machado, Penousal; Cardoso, Amilcar. "Model Proposal for a Constructed Artist". 1997. Machado, Penousal; Cardoso, Amilcar. "Generation and Evaluation of Artworks". 1996. Bento, Carlos; Machado, Penousal; Costa, Ernesto. "Evaluation of Recidepsy -- An Adviser in the Domain of Psychology". 1994.
Artigo em jornal	Maçãs, Catarina; Rodrigues, Ana; Bernardes, Gilberto; Machado, Penousal. "MixMash: An Assistive Tool for Music Mashup Creation from Large Music Collections", International Journal of Art, Culture and Design Technologies (IJACDT), 2019, https://www.igi-global.com/article/mixmash/237161.
Artigo em revista	António Cruz; Teresa Salazar; Manuel Carvalho; Catarina Maçãs; Penousal Machado; Pedro Henriques Abreu. "Guidelines for designing visualization tools for group fairness analysis in binary classification". Artificial Intelligence Review (2025): https://doi.org/10.1007/s10462-025-11179-w. 10.1007/s10462-025-11179-w Gabriel Cortês; Nuno Lourenço; Penousal Machado. "ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning". IEEE Transactions on Evolutionary Computation (2025): https://doi.org/10.1109/TEVC.2025.3570486. 10.1109/TEVC.2025.3570486 Pedro Silva; Pedro Martins; Penousal Machado. "PhDs—Portugal has Doctors: A Visualization of Academia Achievements in Portugal From 1970 to 2022". IEEE Computer Graphics and Applications (2024): https://doi.org/10.1109/MCG.2024.3405656. 10.1109/MCG.2024.3405656 Iria Santos; Miguel A. Casal; João Correia; Álvaro Torrente-Patiño; Penousal Machado; Juan Romero; Siew Ann Cheong. "Towards Robust Evaluation of Aesthetic and Photographic Quality Metrics: Insights from a Comprehensive Dataset". Complexity (2024): https://doi.org/10.1155/2024/8223586. 10.1155/2024/8223586 Zheng Xing; Chan-Tong Lam; Xiaochen Yuan; Sio-Kei Im; Penousal Machado. "MMQW: Multi-Modal Quantum Watermarking Scheme". IEEE Transactions on Information Forensics and Security (2024): https://doi.org/10.1109/TIFS.2024.3394768. 10.1109/TIFS.2024.3394768 Zheng Xing; Xiaochen Yuan; Chan-Tong Lam; Penousal Machado. "NGQR: A Novel Generalized Quantum Image Representation". IEEE Transactions on Emerging Topics in Computing (2024): https://doi.org/10.1109/TETC.2024.3471086. 10.1109/TETC.2024.3471086 Daniel Lopes; João Correia; Penousal Machado. "EvoDesigner: Evolving Poster Layouts". Entropy (2022): https://doi.org/10.3390/e24121751. 10.3390/e24121751 Ana Rodrigues; Bruna Sousa; Amílcar Cardoso; Penousal Machado. "“Found in Translation”: An Evolutionary Framework for Auditory–Visual Relationships". Entropy (2022): https://doi.org/10.3390/e24121706. 10.3390/e24121706 Correia, João; Lopes, Daniel; Vieira, Leonardo; Rodriguez-Fernandez, Nereida; Carballal, Adrian; Romero, Juan; Machado, Penousal. "Experiments in evolutionary image enhancement with ELAINE". Genetic Programming and Evolvable Machines 23 4 (2022): 557-579. http://dx.doi.org/10.1007/s10710-022-09445-9. 10.1007/s10710-022-09445-9 Silva, Pedro; Lopes, Daniel; Martins, Pedro; Machado, Penousal. "Field of Leaves". Proceedings of the ACM on Computer Graphics and Interactive Techniques 5 4 (2022): 1-11. http://dx.doi.org/10.1145/3533683. 10.1145/3533683 M. Luz Castro; Penousal Machado; Iria Santos; Nereida Rodriguez-Fernandez; Alvaro Torrente-Patiño; Adrian Carballal; Haitao Ma. "State of the Art on Artificial Intelligence in Land Use Simulation". Complexity (2022): https://doi.org/10.1155/2022/2291508. 10.1155/2022/2291508 Maçãs, Catarina; Polisciuc, Evgheni; Machado, Penousal. "ATOVis - A visualisation tool for the detection of financial fraud". Information Visualization 21 4 (2022): 371-392. http://dx.doi.org/10.1177/14738716221098074. Publicado • 10.1177/14738716221098074 Francisco Baeta; João Correia; Tiago Martins; Penousal Machado. "Exploring Genetic Programming in TensorFlow with TensorGP". SN Computer Science (2022): https://doi.org/10.1007/s42979-021-01006-8. 10.1007/s42979-021-01006-8 João Correia; Nereida Rodriguez-Fernandez; Leonardo Vieira; Juan Romero; Penousal Machado. "Towards Automatic Image Enhancement with Genetic Programming and Machine Learning". Applied Sciences 12 4 (2022): 2212-2212. https://doi.org/10.3390/app12042212. 10.3390/app12042212 António Cruz; Joel P. Arrais; Penousal Machado. "Force-Directed Timelines: Visualizing & Exploring Temporal Patterns". Big Data Research 27 (2022): 100291-100291. https://doi.org/10.1016/j.bdr.2021.100291. 10.1016/j.bdr.2021.100291 Antonio Cruz; Joel P. Arrais; Penousal Machado. "Multivariate Data Exploration Through Coordinated Views". IEEE Access (2022): https://doi.org/10.1109/ACCESS.2022.3194072. 10.1109/ACCESS.2022.3194072 Baeta, Francisco; Correia, Joao; Martins, Tiago; Machado, Penousal. "TGPGAN - Towards Expression-based Generative Adversarial Networks". Proceedings of the Genetic and Evolutionary Computation Conference Companion, Gecco (2022): https://publons.com/wos-op/publon/55725663/. 10.1145/3520304.3529064 Baeta, Francisco; Correia, Joao; Martins, Tiago; Machado, Penousal. "Exploring Expression-based Generative Adversarial Networks". Proceedings of the Genetic and Evolutionary Computation Conference Companion, Gecco (2022): https://publons.com/wos-op/publon/55725664/. 10.1145/3520304.3534002 João Correia; Tiago Martins; Sérgio Rebelo; João Bicker; Penousal Machado. "The X-Faces Behind the Portraits of No One". SN Computer Science 2 4 (2021): https://doi.org/10.1007/s42979-021-00604-w. 10.1007/s42979-021-00604-w "Fast-DENSER: Fast Deep Evolutionary Network Structured Representation". SoftwareX 14 (2021): 100694-100694. http://dx.doi.org/10.1016/j.softx.2021.100694. 10.1016/j.softx.2021.100694 "Neural networks in art, sound and design". Neural Computing and Applications 33 1 (2021): 1-1. http://dx.doi.org/10.1007/s00521-020-05444-y. 10.1007/s00521-020-05444-y Juan Romero; Antonino Santos; Adrian Carballal; Nereida Rodriguez-Fernandez; Iria Santos; Alvaro Torrente-Patiño; Juan Tuñas; Penousal Machado. "A Genetic Programming-Based Low-Level Instructions Robot for Realtimebattle". Entropy 22 12 (2020): 1362-1362. https://doi.org/10.3390/e22121362. 10.3390/e22121362 João M. Cunha; Nuno Lourenço; Pedro Martins; Penousal Machado. "Visual Blending for Concept Representation: A Case Study on Emoji Generation". New Generation Computing 38 4 (2020): 739-771. https://doi.org/10.1007/s00354-020-00107-x. 10.1007/s00354-020-00107-x Machado, Penousal. "Evolving Visual Artefacts based on Consumption Patterns". International Journal of Arts and Technology (2020): http://dx.doi.org/10.1504/ijart.2020.10027995. 10.1504/ijart.2020.10027995 Machado, Penousal. "CroP—Coordinated Panel visualization for biological networks analysis". Bioinformatics (2019): http://dx.doi.org/10.1093/bioinformatics/btz688. 10.1093/bioinformatics/btz688 Machado, Penousal. "Visual complexity modelling based on image features fusion of multiple kernels". PeerJ (2019): http://dx.doi.org/10.7717/peerj.7075. 10.7717/peerj.7075 Machado, Penousal. "MixMash". International Journal of Art, Culture and Design Technologies (2019): http://dx.doi.org/10.4018/ijacdt.2019070102. 10.4018/ijacdt.2019070102 Machado, Penousal. "Designing Dynamic Logotypes to Represent Data". International Journal of Art, Culture and Design Technologies (2019): http://dx.doi.org/10.4018/ijacdt.2019010102. 10.4018/ijacdt.2019010102 Assunção, F.; Lourenço, N.; Machado, P.; Ribeiro, B.. "DENSER: deep evolutionary network structured representation". Genetic Programming and Evolvable Machines 20 1 (2019): 5-35. http://www.scopus.com/inward/record.url?eid=2-s2.0-85050580908&partnerID=MN8TOARS. 10.1007/s10710-018-9339-y Xiao, P.; Toivonen, H.; Gross, O.; Cardoso, A.; Correia, J.; Machado, P.; Martins, P.; et al. "Conceptual representations for computational concept creation". ACM Computing Surveys 52 1 (2019): http://www.scopus.com/inward/record.url?eid=2-s2.0-85062415612&partnerID=MN8TOARS. 10.1145/3186729 Martins, T.; Correia, J.; Costa, E.; MacHado, P.; McCormack, J.. "Evolving stencils for typefaces: Combining machine learning, user's preferences and novelty". Complexity 2019 (2019): http://www.scopus.com/inward/record.url?eid=2-s2.0-85064412203&partnerID=MN8TOARS. 10.1155/2019/3509263 Filipe Assuncao; Joao Correia; Ruben Conceicao; Mario Joao Martins Pimenta; Bernardo Tome; Nuno Lourenco; Penousal Machado. "Automatic Design of Artificial Neural Networks for Gamma-Ray Detection". IEEE Access 7 (2019): 110531-110540. https://doi.org/10.1109/ACCESS.2019.2933947. 10.1109/ACCESS.2019.2933947 Martins, Tiago; Cunha, João Miguel; Bicker, João; Machado, Penousal. "Dynamic visual identities: from a survey of the state-of-the-art to a model of features and mechanisms". Visible Language 53 2 (2019): 4-35. Penousal Machado; Una-May O'Reilly; Marco Gori; Sebastian Risi. "EuroGP 2018 panel debate". ACM SIGEVOlution 11 2 (2018): 3-6. https://doi.org/10.1145%2F3264700.3264701. 10.1145/3264700.3264701 António Cruz; Joel P Arrais; Penousal Machado. "Interactive and coordinated visualization approaches for biological data analysis". Briefings in Bioinformatics (2018): https://doi.org/10.1093%2Fbib%2Fbby019. 10.1093/bib/bby019 Nogueira, Mariana A.; Abreu, Pedro H.; Martins, Pedro; Machado, Penousal; Duarte, Hugo; Santos, Joao. "An artificial neural networks approach for assessment treatment response in oncological patients using PET/CT images". Bmc Medical Imaging 17 (2017): http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000395942700001&KeyUID=WOS:000395942700001. 10.1186/s12880-017-0181-0 Nogueira, Mariana A.; Abreu, Pedro Henriques; Martins, Pedro; Machado, Penousal; Duarte, Hugo; Santos, Joao. "Image descriptors in radiology images: a systematic review". Artificial Intelligence Review 47 4 (2017): 531-559. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000397506200005&KeyUID=WOS:000397506200005. 10.1007/s10462-016-9492-8 Cruz, Pedro; Machado, Penousal. "Pulsing Blood Vessels: A Figurative Approach to Traffic Visualization". Ieee Computer Graphics and Applications 36 2 (2016): 16-21. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000372550200004&KeyUID=WOS:000372550200004. 10.1109/MCG.2016.29 Carballal, Adrian; Santos, Antonino; Romero, Juan; Machado, Penousal; Correia, Joao; Castro, Luz; Carballal, A.; et al. "Distinguishing paintings from photographs by complexity estimates". Neural Computing and Applications 30 6 (2016): 1957-1969. https://doi.org/10.1007/s00521-016-2787-5. 10.1007/s00521-016-2787-5 Cruz, P.; Machado, P.. "Pulsing blood vessels: A figurative approach to traffic visualization". IEEE Computer Graphics and Applications 36 2 (2016): 16-21. http://www.scopus.com/inward/record.url?eid=2-s2.0-84963800480&partnerID=MN8TOARS. 10.1109/MCG.2016.29 Machado, P.; Martins, T.; Amaro, H.; Abreu, P.H.. "Beyond interactive evolution: Expressing Intentions through fitness functions". Leonardo 49 3 (2016): 251-256. http://www.scopus.com/inward/record.url?eid=2-s2.0-84971006986&partnerID=MN8TOARS. 10.1162/LEON_a_01103 Machado, P.; Romero, J.; Carballal, A.. "Editorial". International Journal of Arts and Technology 9 1 (2016): 1-3. http://www.scopus.com/inward/record.url?eid=2-s2.0-84962377205&partnerID=MN8TOARS. Penousal Machado; Juan Romero; Marcos Nadal; Antonino Santos; João Correia; Adrián Carballal. "Computerized measures of visual complexity". Acta Psychologica 160 (2015): 43-57. http://dx.doi.org/10.1016/j.actpsy.2015.06.005. 10.1016/j.actpsy.2015.06.005 Graca, Fernando; Machado, Penousal; Graça, F.; Machado, P.. "Evolving assemblages". International Journal of Arts and Technology 8 2 (2015): 167-184. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000363308400004&KeyUID=WOS:000363308400004. 10.1504/IJART.2015.069551 Machado, Penousal; Vinhas, Adriano; Correia, Joao; Ekart, Aniko. "Evolving Ambiguous Images". AI Matters 2 1 (2015): 7-8. http://doi.acm.org/10.1145/2813536.2813539. Romero, Juan; Machado, Penousal. "Special Issue on Evolutionary Art and Music". International Journal of Arts and Technology (2015): Machado, Fernando. "Island models for cluster geometry optimization: how design options impact effectiveness and diversity". Journal of Global Optimization (2015): http://dx.doi.org/10.1007/s10898-015-0302-7. 10.1007/s10898-015-0302-7 Cruz, P.; Cruz, A.; Machado, P.; Cruz, Pedro; Cruz, Antonio; Machado, Penousal. "Contiguous Animated Edge-Based Cartograms for Traffic Visualization". IEEE Computer Graphics and Applications 35 5 (2015): 76-83. http://www.scopus.com/inward/record.url?eid=2-s2.0-84942776500&partnerID=MN8TOARS. 10.1109/MCG.2015.108 Greenfield, G.; Machado, P.. "Ant- and Ant-Colony-Inspired ALife Visual Art". Artificial Life 21 3 (2015): 293-306. http://www.scopus.com/inward/record.url?eid=2-s2.0-84949989260&partnerID=MN8TOARS. 10.1162/ARTL-a-00170 Barrass, Tim; Eldridge, Alice; Greenfield, Gary; Jacob, Christian; Machado, Penousal; Monmarché, Nicolas; Semet, Yann; et al. "Gallery Artists". Leonardo 47 1 (2014): 8-16. http://dx.doi.org/10.1162/LEON_a_00696. Machado, Fernando. "Swarm Art: Curator's Introduction". Leonardo (2014): http://dx.doi.org/10.1162/LEON_a_00695. 10.1162/LEON{\_}a{\_}00695 Machado, P.. "Photogrowth". Leonardo 47 1 (2014): 12-12. http://www.scopus.com/inward/record.url?eid=2-s2.0-84890888984&partnerID=MN8TOARS. Dias, J.C.; Machado, P.; Silva, D.C.; Abreu, P.H.. "An Inverted Ant Colony Optimization approach to traffic". Engineering Applications of Artificial Intelligence 36 (2014): 122-133. http://www.scopus.com/inward/record.url?eid=2-s2.0-84908213095&partnerID=MN8TOARS. 10.1016/j.engappai.2014.07.005 Greenfield, G.; Machado, P.. "Swarm art". Leonardo 47 1 (2014): 5-7. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000328877900002&KeyUID=WOS:000328877900002. 10.1162/LEON_a_00695 António Leitão; Adriano Vinhas; Penousal Machado; Francisco Câmara Pereira. "A Genetic Algorithms Approach for Inverse Shortest Path Length Problems". International Journal of Natural Computing Research 4 4 (2014): 36-54. http://dx.doi.org/10.4018/ijncr.2014100103. 10.4018/ijncr.2014100103 Romero, J.; Machado, P.; Carballal, A.. "Guest editorial: Special issue on biologically inspired music, sound, art and design". Genetic Programming and Evolvable Machines 14 3 (2013): 281-286. http://www.scopus.com/inward/record.url?eid=2-s2.0-84879419171&partnerID=MN8TOARS. 10.1007/s10710-013-9191-z Martins, T.; Machado, P.; Rebelo, A.. "The garden of virtual delights: Virtual fauna for a botanical garden". ACM SIGGRAPH 2013 Posters, SIGGRAPH 2013 (2013): http://www.scopus.com/inward/record.url?eid=2-s2.0-84881604825&partnerID=MN8TOARS. 10.1145/2503385.2503413 Machado, Fernando. "Evolutionary and Biologically Inspired Music, Sound, Art and Design - Second International Conference, EvoMUSART 2013, Vienna, Austria, April 3-5, 2013. Proceedings". EvoMUSART 7834 (2013): Greenfield, G.; MacHado, P.. "Guest editors' introduction". Journal of Mathematics and the Arts 6 2-3 (2012): 59-64. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862886135&partnerID=MN8TOARS. 10.1080/17513472.2012.688185 Romero, J.; MacHado, P.; Carballal, A.; Santos, A.. "Using complexity estimates in aesthetic image classification". Journal of Mathematics and the Arts 6 2-3 (2012): 125-136. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862888994&partnerID=MN8TOARS. 10.1080/17513472.2012.679514 Machado, Fernando. "Genetic Programming - 15th European Conference, EuroGP 2012, Málaga, Spain, April 11-13, 2012. Proceedings". EuroGP 7244 (2012): Machado, Fernando. "Evolutionary and Biologically Inspired Music, Sound, Art and Design - First International Conference, EvoMUSART 2012, Málaga, Spain, April 11-13, 2012. Proceedings". EvoMUSART 7247 (2012): Machado, P.; Correia, J.; Romero, J.. "Improving face detection". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 7244 LNCS (2012): 73-84. http://www.scopus.com/inward/record.url?eid=2-s2.0-84859199034&partnerID=MN8TOARS. 10.1007/978-3-642-29139-5_7 Machado, P.; Pereira, L.. "Photogrowth: Non-photorealistic renderings through ant paintings". GECCO'12 - Proceedings of the 14th International Conference on Genetic and Evolutionary Computation (2012): 233-240. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000309611100030&KeyUID=WOS:000309611100030. 10.1145/2330163.2330197 Gary Greenfield; Penousal Machado. "Mathematical Models used in Aesthetic Evaluation". Special Issue of the Journal of Mathematics and Art (2012): Machado, Penousal; Romero, Juan. "On Evolutionary Computer-Generated Art". The Evolutionary Review: Art, Science, Culture 2 1 (2011): 156-170. Machado, Fernando. "Genetic Programming - 14th European Conference, EuroGP 2011, Torino, Italy, April 27-29, 2011. Proceedings". EuroGP 6621 (2011): Cruz, P.; MacHado, P.. "Generative storytelling for information visualization". IEEE Computer Graphics and Applications 31 2 (2011): 80-85. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000287457400011&KeyUID=WOS:000287457400011. 10.1109/MCG.2011.23 Machado, Penousal; Leitao, Antonio; Machado, P.; Leitão, A.. "Evolving Fitness Functions for Mating Selection". Genetic Programming 6621 (2011): 227-238. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000301802700020&KeyUID=WOS:000301802700020. 10.1007/978-3-642-20407-4_20 Machado, Fernando. "Applications of Evolutionary Computation, EvoApplications 2010: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoMUSART, and EvoTRANSLOG, Istanbul, Turkey, April 7-9, 2010, Proceedings, Part II". EvoApplications (2) 6025 (2010): Machado, Fernando. "Applications of Evolutionary Computing, EvoWorkshops 2009: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG, Tübingen, Germany, April 15-17, 2009. Proceedings". EvoWorkshops 5484 (2009): Machado, Penousal; Graca, Fernando. "Evolutionary pointillist modules: Evolving assemblages of 3D objects". Applications of Evolutionary Computing, Proceedings 4974 (2008): 453-462. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000254509400048&KeyUID=WOS:000254509400048. 10.1007/978-3-540-78761-7_48 Machado, P.; Romero, J.; Santos, A.; Cardoso, A.; Pazos, A.; Machado, Penousal; Romero, Juan; et al. "On the development of evolutionary artificial artists". Computers and Graphics (Pergamon) 31 6 (2007): 818-826. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000252074600005&KeyUID=WOS:000252074600005. 10.1016/j.cag.2007.08.010 Giacobini, M.; Di Caro, G.A.; Fink, A.; Minner, S.; Rothlauf, F.; Sima Uyar, A.; Brabazon, A.; et al. "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes: Preface". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 4448 LNCS (2007): http://www.scopus.com/inward/record.url?eid=2-s2.0-34548075068&partnerID=MN8TOARS. Machado, Fernando. "Applications of Evolutionary Computing, EvoWorkshops 2007: EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog, Valencia, Spain, April11-13, 2007, Proceedings". EvoWorkshops 4448 (2007): Manaris, B.; Machado, P.. "Preface artificial intelligence in music and art". International Journal on Artificial Intelligence Tools 15 4 (2006): 491-493. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000239645600001&KeyUID=WOS:000239645600001. 10.1142/S0218213006002783 Machado, Fernando. "Applications of Evolutionary Computing, EvoWorkshops 2006: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, and EvoSTOC, Budapest, Hungary, April 10-12, 2006, Proceedings". EvoWorkshops 3907 (2006): Machado, Fernando. "Applications of Evolutionary Computing, EvoWorkshops 2005: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoMUSART, and EvoSTOC, Lausanne, Switzerland, March 30 - April 1, 2005, Proceedings". EvoWorkshops 3449 (2005): Penousal Machado; Juan Romero. "CreArt2 – Creative Artificial Artists". nada (2005): Manaris, B.; Romero, J.; Machado, P.; Krehbiel, D.; Hirzel, T.; Pharr, W.; Davis, R.B.. "Zipf's law, music classification, and aesthetics". Computer Music Journal 29 1 (2005): 55-69. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000227953400004&KeyUID=WOS:000227953400004. 10.1162/comj.2005.29.1.55 MacHado, P.; Romero, J.; Cardoso, A.; Santos, A.. "Partially interactive evolutionary artists". New Generation Computing 23 2 (2005): 143-155. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000227538600004&KeyUID=WOS:000227538600004. 10.1007/BF03037491 Machado, P.; Romero, J.; Santos, M.L.; Cardoso, A.; Manaris, B.. "Adaptive critics for evolutionary artists". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 3005 (2004): 437-446. http://www.scopus.com/inward/record.url?eid=2-s2.0-35048856687&partnerID=MN8TOARS. Machado, Fernando. "Applications of Evolutionary Computing, EvoWorkshops 2004: EvoBIO, EvoCOMNET, EvoHOT, EvoIASP, EvoMUSART, and EvoSTOC, Coimbra, Portugal, April 5-7, 2004, Proceedings". EvoWorkshops 3005 (2004): Cardoso, A.; Machado, P.. "Computational Creativity". LECTURE NOTES IN COMPUTER SCIENCE 2902 (2003): http://www.scopus.com/inward/record.url?eid=2-s2.0-0346325872&partnerID=MN8TOARS. Machado, Penousal. "Uma Abordagem Evolucionaria ao Problema do Castor Atarefado". (2003): Cardoso, Amilcar; Bento, Carlos; Machado, Penousal; Pereira, Francisco C.. "Darwin and creationism reconciled -- When computers should surprise us". i3 magazine -- The European Network for Intelligent Information Interfaces 1 12 (2002): 20-25. Machado, P.; Dias, A.; Cardoso, A.. "Learning to Colour Greyscale Images". The Interdisciplinary Journal of Artificial Intelligence and the Simulation of Behaviour -- AISB Journal 1 2 (2002): 209-219. Machado, Penousal; Cardoso, Amílcar; Machado, P.; Cardoso, A.. "All the Truth About NEvAr". Applied Intelligence 16 2 (2002): 101-118. http://hdl.handle.net/10316/7641. 10.1023/A:1013662402341 Pereira, FB; Machado, P; Costa, E; Cardoso, A; Ochoa-Rodriguez, A; Santana, R; Soto, M; IEEE. "Too busy to learn". Proceedings of the 2000 Congress on Evolutionary Computation, Vols 1 and 2 (2000): 720-727. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000089884700101&KeyUID=WOS:000089884700101. Pereira, FB; Machado, P; Costa, E; Cardoso, A. "Graph based crossover - A case study with the busy beaver problem". Gecco-99: Proceedings of the Genetic and Evolutionary Computation Conference (1999): 1149-1155. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000165164700194&KeyUID=WOS:000165164700194. Penousal Machado; Paula Vieira; Carlos Bento. "Um Sistema de Aconselhamento para Alunos com Insucesso Escolar". Relato de Actividades do Projecto Minerva 1 7 (1994):
Capítulo de livro	Daniel Lopes; João Macedo; Iria Santos; Alvaro Torrente-Patiño; João Correia; Penousal Machado. "Towards the Automatic Evaluation of Legibility for Graphic Design Posters". 2025. 10.1007/978-3-031-90167-6_24 Ricardo Sacadura; Luís Gonçalo; Tiago Martins; Penousal Machado. "Expanding Design Horizons: Evolutionary Tool for Parametric Design Exploration with Interactive and CLIP-Based Evaluation". 2025. 10.1007/978-3-031-73497-7_7 Solange Margarido; Licínio Roque; Penousal Machado; Pedro Martins. "MI-CCy Quantifier: A Framework for Quantifying Mixed-Initiative Co-creativity in Human-AI Collaborations". 2025. 10.1007/978-3-031-73497-7_1 Gabriel Cortês; Nuno Lourenço; Penousal Machado. "Towards Physical Plausibility in Neuroevolution Systems". 2024. 10.1007/978-3-031-56855-8_5 João Macedo; Daniel Lopes; João Correia; Penousal Machado; Ernesto Costa. "Evolving Visually-Diverse Graphic Design Posters". 2024. 10.1007/978-3-031-56992-0_17 Sérgio M. Rebelo; J. J. Merelo; João Bicker; Penousal Machado. "Evaluation Metrics for Automated Typographic Poster Generation". 2024. 10.1007/978-3-031-56992-0_21 João Macedo; Habtom Kahsay Gidey; Karina Brotto Rebuli; Penousal Machado. "Evolving User Interfaces: A Neuroevolution Approach for Natural Human-Machine Interaction". 2024. 10.1007/978-3-031-56992-0_16 Jessica Mégane; Eric Medvet; Nuno Lourenço; Penousal Machado. "Grammar-Based Evolution of Polyominoes". 2024. 10.1007/978-3-031-56957-9_4 José Maria Simões; Nuno Lourenço; Penousal Machado. "All You Need is Sex for Diversity". 2023. 10.1007/978-3-031-29573-7_18 Pedro Carvalho; Jessica Mégane; Nuno Lourenço; Penousal Machado. "Context Matters: Adaptive Mutation for Grammars". 2023. 10.1007/978-3-031-29573-7_8 Daniel Lopes; João Correia; Penousal Machado. "EvoDesigner: Aiding the Exploration of Innovative Graphic Design Solutions". 2023. 10.1007/978-3-031-29956-8_25 Stefano Sarti; Nuno Laurenço; Jason Adair; Penousal Machado; Gabriela Ochoa. "Under the Hood of Transfer Learning for Deep Neuroevolution". 2023. 10.1007/978-3-031-30229-9_41 Jéssica Parente; Luís Gonçalo; Tiago Martins; João Miguel Cunha; João Bicker; Penousal Machado. "Using Autoencoders to Generate Skeleton-Based Typography". 2023. 10.1007/978-3-031-29956-8_15 Tiago Martins; João M. Cunha; João Correia; Penousal Machado. "Towards the Evolution of Prompts with MetaPrompter". 2023. 10.1007/978-3-031-29956-8_12 Pedro Silva; Catarina Maçãs; João Correia; Penousal Machado; Evgheni Polisciuc. "ANTENNA: Visual Analytics of Mobility Derived from Cellphone Data". 2023. 10.1007/978-3-031-45725-8_7 Machado, Penousal; Baeta, Francisco; Martins, Tiago; Correia, João. "GP-Based Generative Adversarial Models". In Genetic Programming Theory and Practice XIX, 117-140. Springer Nature Singapore, 2023. Publicado • 10.1007/978-981-19-8460-0_6 Daniel Lopes; João Correia; Penousal Machado. "EvoDesigner: Towards Aiding Creativity in Graphic Design". 2022. 10.1007/978-3-031-03789-4_11 Jéssica Parente; Tiago Martins; João Bicker; Penousal Machado. "SpeechTyper: From Speech to Typographic Composition". 212-227. Springer International Publishing, 2022. 10.1007/978-3-031-03789-4_14 Jéssica Parente; Tiago Martins; João Bicker; Penousal Machado. "Correction to: SpeechTyper: From Speech to Typographic Composition". 2022. 10.1007/978-3-031-03789-4_27 Pedro Carvalho; Nuno Lourenço; Penousal Machado. "Evolving Adaptive Neural Network Optimizers for Image Classification". 2022. 10.1007/978-3-031-02056-8_1 Maçãs, Catarina; Polisciuc, Evgheni; Machado, Penousal. "Visualization and Self-Organising Maps for the Characterisation of Bank Clients". 255-287. Springer International Publishing, 2022. 10.1007/978-3-030-93119-3_10 Pereira, Sofia; Correia, João; Machado, Penousal. "Evolving Data Augmentation Strategies". In Applications of Evolutionary Computation, 337-351. Springer International Publishing, 2022. 10.1007/978-3-031-02462-7_22 Sérgio M. Rebelo; João Bicker; Penousal Machado. "Evolutionary Typesetting: An Automatic Approach Towards the Generation of Typographic Posters from Tweets". 343-362. Springer International Publishing, 2021. 10.1007/978-3-030-73426-8_21 Mariana Seiça; João Couceiro e Castro; Sérgio Rebelo; Pedro Martins; Ana Boavida; Penousal Machado. "Casa das Máquinas: An Artificial Dialogue of Portuguese Poetry". 2021. 10.1007/978-3-030-89394-1_46 "Dynamic Visual Identities: Exploring Variation Mechanisms to Achieve Flexibility". 91-104. Springer International Publishing, 2021. 10.1007/978-3-030-49647-0_6 "Utilizing the Untapped Potential of Indirect Encoding for Neural Networks with Meta Learning". 537-551. Springer International Publishing, 2021. 10.1007/978-3-030-72699-7_34 "Demonstrating the Evolution of GANs Through t-SNE". 618-633. Springer International Publishing, 2021. 10.1007/978-3-030-72699-7_39 "TensorGP – Genetic Programming Engine in TensorFlow". 763-778. Springer International Publishing, 2021. 10.1007/978-3-030-72699-7_48 "Probabilistic Grammatical Evolution". 198-213. Springer International Publishing, 2021. 10.1007/978-3-030-72812-0_13 "Evolving Image Enhancement Pipelines". 82-97. Springer International Publishing, 2021. 10.1007/978-3-030-72914-1_6 Filipe Assunção; Nuno Lourenço; Bernardete Ribeiro; Penousal Machado. "Incremental Evolution and Development of Deep Artificial Neural Networks". 2020. 10.1007/978-3-030-44094-7_3 Filipe Assunção; Nuno Lourenço; Bernardete Ribeiro; Penousal Machado. "Evolution of Scikit-Learn Pipelines with Dynamic Structured Grammatical Evolution". 2020. 10.1007/978-3-030-43722-0_34 Tiago Martins; João Correia; Sérgio Rebelo; João Bicker; Penousal Machado. "Portraits of No One: An Interactive Installation". 2020. 10.1007/978-3-030-43859-3_8 Machado, Penousal. "Using Skill Rating as Fitness on the Evolution of GANs". 2020. 10.1007/978-3-030-43722-0_36 Costa, V.; Lourenço, N.; Correia, J.; Machado, P.. "Neuroevolution of Generative Adversarial Networks". 293-322. 2020. 10.1007/978-981-15-3685-4_11 Filipe Assunção; Nuno Lourenço; Penousal Machado; Bernardete Ribeiro. "Fast DENSER: Efficient Deep NeuroEvolution". 197-212. Springer International Publishing, 2019. 10.1007/978-3-030-16670-0_13 João M. Cunha; Nuno Lourenço; João Correia; Pedro Martins; Penousal Machado. "Emojinating: Evolving Emoji Blends". 110-126. Springer International Publishing, 2019. 10.1007/978-3-030-16667-0_8 Machado, Penousal. "Breaking the Mould An Evolutionary Quest for Innovation Through Style Change". 2019. 10.1007/978-3-319-43610-4_16 Machado, Penousal. "Aesthetic Composition Indicator Based on Image Complexity". 2019. 10.4018/978-1-5225-7371-5.ch009 Evgheni Polisciuc; Filipe Assunção; Penousal Machado. "Towards Partially Automatic Search of Edge Bundling Parameters". 2018. 10.1007/978-3-319-77583-8_15 Filipe Assunção; Nuno Lourenço; Penousal Machado; Bernardete Ribeiro. "Evolving the Topology of Large Scale Deep Neural Networks". 2018. 10.1007/978-3-319-77553-1_2 Lourenço, N.; Assunção, F.; Pereira, F.B.; Costa, E.; Machado, P.; Nuno Lourenço; Filipe Assunção; et al. "Structured grammatical evolution: A dynamic approach". 137-161. 2018. Machado, Penousal. "Smart City Portrayal". 2018. 10.1201/9780429434983-4 Polisciuc, Evgheni; Machado, Penousal. "Smart City Portrayal: Dynamic Visualization Applied to the Analysis of Underground Metro". In Data Analytics for Smart Cities, 91-110. Auerbach Publications/CRC Press, 2018. Publicado Cardoso, Amílcar; Martins, Pedro; Assunção, Filipe; Correia, João; Machado, Penousal. "A Distributed Approach to Computational Creativity". In Studies in Computational Intelligence, 3-12. Springer International Publishing, 2015. 10.1007/978-3-319-25017-5_1 Martins, Tiago; Correia, Joao; Costa, Ernesto; Machado, Penousal. "Evotype: Evolutionary Type Design". 136-147. 2015. 10.1007/978-3-319-16498-4_13 Rodrigues, Ana; Machado, Penousal; Martins, Pedro; Cardoso, Amilcar. "Sound Visualization Through a Swarm of Fireflies". 664-670. 2015. 10.1007/978-3-319-23485-4_67 Leitão, A.; Machado, P.; Leitão, António; Machado, Penousal. "Mate choice in evolutionary computation". 155-177. 2015. Machado, P.; Correia, J.; Assunção, F.; Machado, Penousal; Correia, João; Assuncão, Filipe. "Graph-based evolutionary art". 3-36. 2015. Machado, Fernando; Romero, J.; Machado, P.; Carballal, A.; Correia, J.. "Computing Aesthetics with Image Judgement Systems". 295-322. 2012. 10.1007/978-3-642-31727-9_11 Penousal Machado; Luis Pereira. "Photogrowth". 2012. Pedro Cruz; Penousal Machado; Cruz, P.; Machado, P.. "Visualizing Empires Decline". 2010. 10.1145/1836845.1837010 Pedro Cruz; Penousal Machado; João Bicker. "Visualizacón del tráfico en Lisboa". 28-29, 86-87-28-29, 86-87. 2010. Machado, Penousal; Nunes, Henrique; Romero, Juan; MacHado, P.; Nunes, H.; Romero, J.. "Graph-Based Evolution of Visual Languages". 271-+. 2010. 10.1007/978-3-642-12242-2-28 Romero, Juan; Machado, Periousal; Santos, Antonino. "On the Socialization of Evolutionary Art". 557-+. 2009. 10.1007/978-3-642-01129-0_62 Machado, Penousal; Pereira, Francisco B.; Tavares, Jorge; Costa, Ernesto; Cardoso, Amílcar. "Evolutionary Turing Machines". In Recent Developments in Biologically Inspired Computing, 9-40. IGI Global, 2005. 10.4018/978-1-59140-312-8.ch002 Romero, J; Machado, P; Santos, A; Cardoso, A; Romero, J.; Machado, P.; Santos, A.; Cardoso, A.. "On the development of critics in evolutionary computation artists". 559-569. 2003. Machado, P; Pereira, FB; Cardoso, A; Costa, E; Machado, P.; Pereira, F.B.; Cardoso, A.; Costa, E.. "Busy Beaver - The influence of representation". 29-38. 1999.
Livro	Artificial Intelligence and the Arts. Springer International Publishing. 2021. 10.1007/978-3-030-59475-6 Castillo, P.A.; Laredo, J.L.J.; Iacca, G.; Bucur, D.; Cotta, C.; Fernández, P.; Santucci, V.; et al. Preface. 2021. Castillo, P.A.; Laredo, J.L.J.; Vega, F.F.; Iacca, G.; Bucur, D.; Smith, S.; Vallejo, M.; et al. Preface. 2020. Fernandes, P.; Correia, J.; Machado, P.. Evolutionary Latent Space Exploration of Generative Adversarial Networks. 2020. 10.1007/978-3-030-43722-0_38 Costa, V.; Lourenço, N.; Machado, P.. Coevolution of generative adversarial networks. 2019. 10.1007/978-3-030-16692-2_32 Gostyaeva, G.; Machado, P.; Martins, T.; Gostyaeva, Gloriya. Evolving Virtual Ecology. 2019. 10.1007/978-3-030-06134-0_26 Maçãs, C.; Lourenço, N.; Machado, P.. Interactive Evolution of Swarms for the Visualisation of Consumptions. 2019. 10.1007/978-3-030-06134-0_11 Auger, A.; Fonseca, C.M.; Lourenço, N.; Machado, P.; Paquete, L.; Whitley, D.. Preface. 2018. Auger, A.; Fonseca, C.M.; Lourenço, N.; Machado, P.; Paquete, L.; Whitley, D.. Preface. 2018. 10.1007/978-3-319-99259-4 Anne Auger; Carlos M. Fonseca; Nuno Lourenço; Penousal Machado; Luís Paquete; Darrell Whitley. Parallel Problem Solving from Nature – PPSN XV. Springer International Publishing. 2018. 10.1007/978-3-319-99253-2 Lourenço, N.; Assunção, F.; Maçãs, C.; Machado, P.. Evofashion: Customising fashion through evolution. 2017. 10.1007/978-3-319-55750-2_12 Rodrigues, A.; Costa, E.; Cardoso, A.; Machado, P.; Cruz, T.; Rodrigues, Ana; Costa, Ernesto; et al. Evolving L-systems with musical notes. 2016. 10.1007/978-3-319-31008-4_13 Johnson, C.; Ciesielski, V.; Correia, J.; Machado, P.. Preface. 2016. Vinhas, A.; Assunção, F.; Correia, J.; Eká, A.; Machado, P.. Fitness and novelty in evolutionary art. 2016. 10.1007/978-3-319-31008-4_16 Johnson, C.; Ciesielski, V.; Correia, J.; Machado, P.. Evolutionary and biologically inspired music, sound, art and design: 5th international conference, EvoMUSART 2016 Porto, Portugal, march 30 - april 1, 2016 proceedings. 2016. 10.1007/978-3-319-31008-4 Pereira, F.; Machado, P.; Costa, E.; Cardoso, A.; Machado, Fernando. Progress in Artificial Intelligence: 17th Portuguese Conference on Artificial Intelligence, EPIA 2015 Coimbra, Portugal, September 8–11, 2015 Proceedings. 2015. 10.1007/978-3-319-23485-4 Machado, P.; Heywood, M.I.; McDermott, J.; Castelli, M.; García-Sánchez, P.; Burelli, P.; Sim, K.. Preface. 2015. 10.1007/978-3-319-16501-1 Machado, P.; Heywood, M.I.; McDermott, J.; Castelli, M.; García-Sánchez, P.; Burelli, P.; Risi, S.; Sim, K.. Genetic programming 18th European conference, EuroGP 2015 Copenhagen, Denmark, april 8–10, 2015 proceedings. 2015. Pereira, F.; Machado, P.; Costa, E.; Cardoso, A.. Preface. 2015. Machado, P.; McDermott, J.; Carballal, A.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. 2013. 10.1007/978-3-642-36955-1 Correia, J.; Machado, P.; Romero, J.; Carballal, A.. Feature selection and novelty in computational aesthetics. 2013. 10.1007/978-3-642-36955-1_12 Machado, P.; Correia, J.; Romero, J.. Expression-based evolution of faces. 2012. 10.1007/978-3-642-29142-5_17 Moraglio, A.; Silva, S.; Krawiec, K.; Machado, P.; Cotta, C.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. 2012. Machado, P.; Romero, J.; Carballal, A.. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. 2012. Silva, S.; Foster, J.A.; Nicolau, M.; Machado, P.; Giacobini, M.. Preface. 2011. Romero, J.; Machado, P.; Carballal, A.; Osorio, O.; Romero, Juan; Machado, Penousal; Carballal, Adrian; Osorio, Olga. Aesthetic classification and sorting based on image compression. 2011. 10.1007/978-3-642-20520-0_40 Romero, J.; Machado, P.; Santos, A.. On the socialization of evolutionary art. 2009. 10.1007/978-3-642-01129-0_62 Giacobini, M.; Brabazon, A.; Cagnoni, S.; Caro, G.A.D.; Ekárt, A.; Esparcia-Alcazar, A.I.; Farooq, M.; et al. Applications of evolutionary computi. 2009. MacHado, P.; Graca, F.. Evolutionary pointillist modules: Evolving assemblages of 3D objects. 2008. 10.1007/978-3-540-78761-7_48 Machado, Fernando. The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music. 2007. 10.1007/978-3-540-72877-1 Machado, Fernando. ART Escapes'2007 -- Exibition Catalog. 2007. Machado, Fernando. Inteligencia Artificial y Computacion Avanzada. 2007. Machado, Fernando. Process Revealed DVD. 2006. Rothlauf, F.; Costa, E.; Lutton, E.; Romero, J.; Takagi, H.; Branke, J.; Cotta, C.; et al. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. 2006. Machado, P.; Romero, J.; Santos, M.L.; Cardoso, A.; Manaris, B.. Adaptive critics for evolutionary artists. 2004. Tavares, J.; Machado, P.; Cardoso, A.; Pereira, F.B.; Costa, E.; Tavares, J; Machado, P; et al. On the evolution of evolutionary algorithms. 2004. Pereira, F.C.; Machado, P.; Cardoso, A.. Darwinci: Creating bridges to creativity. 1998. Machado, P.; Cardoso, A.. Computing aesthetics. 1998. Bento, C.; Machado, P.; Costa, E.. On the role of splitting and merging past cases for generation of a new solution. 1995. 10.1007/3-540-60428-6
Poster em conferência	Sousa, Bruna; Coelho, Nuno; Machado, Penousal. "Unreachable: The physical impossibility of digital displays". Trabalho apresentado em ARTECH 2021: 10th International Conference on Digital and Interactive Arts, 2021. 10.1145/3483529.3483759 Martins, Tiago; Correia, João; Rebelo, Sérgio M.; Bicker, João; Machado, Penousal. "Portraits of No One: Between the Real and the Artificial". Trabalho apresentado em Art and Artificial Intelligence: A Disruptive Joint Venture (ART)^2INT. Workshop at European Conference on Artificial Intelligence 2020. Santiago de Compostela/Online., 2020. Rebelo, Sérgio M.; Bicker, João; Machado, Penousal. "Novel User Oriented Bottom-up Approaches for Graphic Design". Trabalho apresentado em Interdisciplinary Summer School on Artificial Intelligence (ISSAI 2019), 2019.
Pré-impressão	Cortês, Gabriel; Lourenço, Nuno; Romano, Paolo; Machado, Penousal. Autor correspondente: Cortês, Gabriel. "GreenFactory: Ensembling Zero-Cost Proxies to Estimate Performance of Neural Networks". 2025. https://arxiv.org/abs/2505.09344. 10.48550/arXiv.2505.09344 Cortês, Gabriel; Lourenço, Nuno; Machado, Penousal. Autor correspondente: Cortês, Gabriel. "GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS". 2024. https://arxiv.org/abs/2411.15290. 10.48550/ARXIV.2411.15290
Recurso online	On the Exploitation of Neuroevolutionary Information: Analyzing the Past for a More Efficient Future. 2021. https://arxiv.org/abs/2105.12836. 10.48550/ARXIV.2105.12836 Evolving Learning Rate Optimizers for Deep Neural Networks. 2021. https://arxiv.org/abs/2103.12623. 10.48550/ARXIV.2103.12623
Resumo em conferência	Rodrigues, Ana; Machado, Penousal; F. Amilcar Cardoso. Autor correspondente: F. Amilcar Cardoso. "Towards a computational framework for cross-modal associations: Image, Music, and Emotions". Trabalho apresentado em European Conference on Artificial Intelligence , Art and Artificial Intelligence Workshop (ECAI), 2020. Publicado
Tese / Dissertação	Castro, João Couceiro e. "«Máquina de Ouver» — Representação do Discurso Oral pela Tipografia". Mestrado, 2019. http://hdl.handle.net/10316/88032. Ferreira, Pedro Filipe Soares. "Deep Reinforcement Learning for Condition Based Monitoring in Aircraft Planning". Mestrado, 2019. http://hdl.handle.net/10316/88031. Simões, José Maria da Costa. "Deep Learning for Dynamic Music Generation". Mestrado, 2019. http://hdl.handle.net/10316/88002. Sousa, Marta Sofia Dias de. "Visualização de dados climáticos na Web". Mestrado, 2019. http://hdl.handle.net/10316/88116. Correia, João Nuno Gonçalves Costa Cavaleiro. "Evolutionary Computation for Classifier Assessment and Improvement". Doutoramento, 2018. http://hdl.handle.net/10316/81287. Guarino, Ana Filipa Silva. "Programação Genética aplicada à previsão do consumo de combustível". Mestrado, 2018. http://hdl.handle.net/10316/83553. Almeida, Cláudia Andreia Dias. "Design e Biologia - Produtos Multimédia com base em Espólio Científico do Casal Lacerda". Mestrado, 2018. http://hdl.handle.net/10316/86184. Sereno, David Martins Duarte. "Automatic Evolution of Deep AutoEncoders". Mestrado, 2018. http://hdl.handle.net/10316/84362. Pereira, Ricardo Daniel Cardoso. "AIS Data Visualization applied to the identification of anomalous vessels' movements on the Portuguese maritime territory". Mestrado, 2018. http://hdl.handle.net/10316/83542. Lourenço, Pedro Miguel Quitério. "A Management and Monitoring User Interface for an Intrusion and Anomaly Detection System". Mestrado, 2018. http://hdl.handle.net/10316/83570. Braga, Alexandre de Assunção. "Passagem do Meio - Um projeto de visualização de informação para representar o tráfico transatlântico de escravos e a migração forçada de mais de dez milhões de africanos às Américas.". Mestrado, 2018. http://hdl.handle.net/10316/86179. Rua, Joana Gonçalves. "Fábrica de Tipos para Cinema". Mestrado, 2018. http://hdl.handle.net/10316/86168. Lameira, João Miguel Rocha. "VISUALIZAÇÃO DA CORRELAÇÃO DE PADRÕES AMBIENTAIS NA CHINA". Mestrado, 2017. http://hdl.handle.net/10316/83223. Faria, Ivo Daniel Gomes de. "Metamorfose do Código Civil Português - Análise e Exploração da Alteração da Legislação". Mestrado, 2017. http://hdl.handle.net/10316/83010. Alves, Artur Luís Gonçalves de Azevedo Rebelo. "Elementos para a definic¸a~o de uma pra´tica de autor em design gra´fico, uma autobiografia do atelier R2". Doutoramento, 2016. http://hdl.handle.net/10316/29505. Pascoal, David Manuel Agostinho Nunes de Rebelo e. "Aesthetic Analysis of Images". Mestrado, 2015. http://hdl.handle.net/10316/35507. Amaro, Hugo Dinis Pereirinha da Silva. "Visualization techniques for Big Data". Mestrado, 2015. http://hdl.handle.net/10316/35736. Leal, Joao Pedro Silva. "Wizdee Discovery - Automatic Analysis and Visualization of Information". Mestrado, 2015. http://hdl.handle.net/10316/35524. Vinhas, Adriano Rua. "Novelty and Self-Modification in the Context of Figurative Expression-Based Evolutionary Art". Mestrado, 2015. http://hdl.handle.net/10316/35652. Assunção, Filipe Guerreiro. "Grammar Based Evolutionary Design". Mestrado, 2015. http://hdl.handle.net/10316/35592. Cruz, António Malta Lopes da. "Visualization for Genetic Algorithms". Mestrado, 2014. http://hdl.handle.net/10316/35735. Passinhas, Susana Isabel dos Santos. "Interaction Design: Games4therapy The Design Process of a Digital Solution". Mestrado, 2014. http://hdl.handle.net/10316/35614. Barbosa, Daniel Filipe André. "Mobile Ambient Gaming". Mestrado, 2014. http://hdl.handle.net/10316/35688. Ferreira, Sara João Cardoso. "Natural User Interfaces". Mestrado, 2014. http://hdl.handle.net/10316/35651. Silva, Lucas Sallum Castro. "A guitarra eléctrica como interface para criaçao de imagens". Mestrado, 2014. http://hdl.handle.net/10316/35608. Mota, Gui António Pires. "Dispositivos de aquisição de dados para fins artísticos ou lúdicos". Mestrado, 2014. http://hdl.handle.net/10316/35423. Martins, Tiago Filipe dos Santos. "Abordagens Algoritmicas e Computacionais na Arte e no Design". Mestrado, 2013. http://hdl.handle.net/10316/35552. Neves, José Carlos Clemente. "Sexy Evolutionary Computation". Mestrado, 2013. http://hdl.handle.net/10316/35698. Fernandes, Gustavo Nuno Vieira. "COSMO - Using error to optimize the city". Mestrado, 2013. http://hdl.handle.net/10316/35543. Polisciuc, Evgheni. "Visual Tools for the Study of Urban Mobility". Mestrado, 2013. http://hdl.handle.net/10316/35732. Cunha, João Miguel Andrade Proença da. "Dissertação sobre relações anatómicas entre caracteres de um tipo de letra". Mestrado, 2013. http://hdl.handle.net/10316/35575. Kamolov, Ruslan. "Visualisation of Flows of Information". Mestrado, 2013. http://hdl.handle.net/10316/35737. Machado, Fernando Jorge Penousal Martins; Machado, Penousal. "Inteligência artificial e arte". Doutoramento, 2007. http://hdl.handle.net/10316/9599.

Artística / Interpretação

Arte visual

Martins, Tiago; Machado, Penousal. Cover artwork created with the system "Photogrowth" for Leonardo journal (volume 49, issue 3, published by MIT Press).
Martins, Tiago; Machado, Penousal. Cover artwork created with the system "Photogrowth" for Joelho journal (issue 5, published by e|d|arq).
Martins, Tiago; Machado, Penousal. Cover artwork created with the system "Photogrowth" for the 2017 MIT Press Journal catalog.
Machado, Penousal; Martins, Tiago; Correia, João; Espírito Santo, Luís; Lourenço, Nuno; Cunha, João Miguel; Rebelo, Sérgio; Martins, Pedro; Bicker, João. O Mundo Digital (Prata Proof Coin, 2023).

Outros

Outra produção

Performing creativity with computational tools. 2021. Lopes, D.F.S.; Parente, J.A.; e Silva, P.P.; Roque, L.; Machado, P.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85104019745&partnerID=MN8TOARS.
Exploring the Evolution of GANs through Quality Diversity. 2020. Costa, V.; Correia, J.; Lourenço, N.; Machado, P.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85095554274&partnerID=MN8TOARS.
10.1145/3377930.3389824
Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks. 2019. Machado, Penousal.
COEGAN: Evaluating the Coevolution Effect in Generative Adversarial Networks. 2019. Costa, V.; Correia, J.; Lourenço, N.; Machado, P.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85094382784&partnerID=MN8TOARS.
Evotype: Towards the Evolution of Type Stencils. 2018. Tiago Martins; João Correia; Ernesto Costa; Penousal Machado. https://doi.org/10.1007%2F978-3-319-77583-8_20.
10.1007/978-3-319-77583-8_20
Using GP Is NEAT: Evolving Compositional Pattern Production Functions. 2018. Filipe Assunção; Nuno Lourenço; Penousal Machado; Bernardete Ribeiro. https://doi.org/10.1007%2F978-3-319-77553-1_1.
10.1007/978-3-319-77553-1_1
Swarm-Based Edge Bundling Applied to Flow Mapping. 2017. Polisciuc, Evgheni; Machado, Penousal; Machado, Fernando. https://doi.org/10.1007/978-3-319-64870-5_15.
10.1007/978-3-319-64870-5_15
Towards the evolution of multi-layered neural networks: A dynamic structured grammatical evolution approach. 2017. Assunção, F.; Lourenço, N.; Machado, P.; Ribeiro, B.. http://www.scopus.com/inward/record.url?eid=2-s2.0-85093316747&partnerID=MN8TOARS.
City Portraits and Caricatures. 2014. Pedro Cruz; Penousal Machado. http://dx.doi.org/10.1515/9783038213925.97.
10.1515/9783038213925.97
An Interface for Fitness Function Design. 2014. Penousal Machado; Tiago Martins; Hugo Amaro; Pedro H. Abreu. http://dx.doi.org/10.1007/978-3-662-44335-4_2.
10.1007/978-3-662-44335-4_2
The garden of virtual delights. 2013. Martins, Tiago; Machado, Penousal.
Stadtportraits und Stadtkarikaturen. 2013. Cruz, Pedro; Machado, Penousal.
Musical Swarms. 2013. Kamolov, Ruslan; Machado, Penousal.
Traffic in Lisbon. 2012. Cruz, Pedro; Machado, Penousal; Bicker, Joao.
Visualizing Lisbon's traffic. 2011. Cruz, Pedro; Machado, Penousal; Bicker, Joao.
The Morphing City. 2011. Cruz, Pedro; Machado, Penousal; Bicker, Joao.
Computacion Evolutiva y Creatividad. 2007. Machado, Penousal; Santos, Marisa.
Movement without Motion. 2007. Machado, Penousal; Romero, Juan.
book preface. 2007. Romero, Juan; Machado, Penousal.
Experiments in Computational Aesthetics: An Iterative Approach to Stylistic Change in Evolutionary Art. 2007. Machado, Penousal; Romero, Juan; Manaris, Bill.
Preface. 2007. Machado, Penousal; Romero, Juan.
Evolutionary Turing Machines -- The Quest for Busy. 2004. Machado, Penousal; Pereira, Francisco B.; Tavares, Jorge; Costa, Ernesto; Cardoso, Amilcar.
An architecture for hybrid creative reasoning. 2001. Cardoso, Amilcar; Costa, Ernesto; Machado, Penousal; Pereira, Francisco C.; Gomes, Paulo. http://portal.acm.org/citation.cfm?id=357410.357797.

Software

Gabriel Cortês; Nuno Lourenço; Penousal Machado. "ENERGIZE". 2024.
10.5281/zenodo.11220572
Gabriel Cortês; Nuno Lourenço; Penousal Machado. "ENERGIZE". 2024.
10.5281/zenodo.11220573

Atividades

Apresentação oral de trabalho

	Título da apresentação	Nome do evento Anfitrião (Local do evento)
2019/02/20	Evolving Art (Invited Keynote Speaker)	International Conference on Agents and Artificial Intelligence (Prague, República Checa)
2018/07/05	Data Visualization	Summer School: Challenges for the XXI century: data, information and communication (Valencia, Espanha)
2018/06/28	Evolutionary Machine Learning	IDPASC Students Workshop – Internati- onal Doctorate Network in Particle Physics, Astrophysics and Cosmology (Coimbra, Portugal)
2018/04/05	Art, Sex and Evolution (Invited Keynote Speaker)	Evostar 2018 – The Leading European Event on Bio-Inspired Computation (Parma, Itália)
2017/12/07	My Black Box Concerns	The Evening of the Black Box Concerns, V2_Lab for for the Unstable Media (Rotherham, Países Baixos)
2017/11	Designing Visualizations	93th TechDay Altice Labs (Aveiro, Portugal)
2017/07/07	Survival of The Beautiful (Invited Keynote Speaker)	xCoAx 2017: 5th conference on Computation, Communication, Aesthetics and X (Lisbon, Portugal)
2017/06/24	Evolutionary Graphics	V Workshop Internacional en Imagen Me´dica Cap- tura e integracio´n de Datos Cli´nicos (Coruna, Espanha)
2017/01/18	CDV Lab – Designing Visualizations	Lectures on Frontiers of Computing Instituto Politécnico de Macau (Macau, China)
2017/01/04	Designing Visualizations	Applied Machine Learning: Concepts and Case Studies (Coimbra, Portugal)
2017/01/04	Designing Visualizations for AI	Applied Machine Learning: Concepts and Case Studies (Coimbra, Portugal)
2016/11/18	Evolutionary Methods for Content Generation: Towards AI-assisted Game Design	EAIA’2016 – Advanced School on Artificial Intelligence applied to the development of Digital Games (Barcelos, Portugal)
2016/09/13	Arte Evolucionária	Sexta Escola Luso-Brasileira de Computac¸a~o Evolutiva (6ELBCE) (Braga, Portugal)
2016/07/21	Evolutionary Art	Retiro doutoral em Me´dia-Arte Digital, Universidade Aberta, Centro Cultural Dr. Magalha~es Lima (Lisboa, Portugal)
2015/02/04	Evolutionary Art: Beyond Interactive Evolution (Invited Keynote Speaker)	X Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados - MAEB 2015, Me´rida, Espan~a, (Mérida, Espanha)
2014/06	Data Visualization: giving life to facts and figures	URBACT-CityLogo the- matic workshop (Dundee, Reino Unido)
2014/02/22	Computational Design and Visualization	PROSECCO Network, First An- nual Contact Forum (El Escorial, Espanha)
2012/03/13	Arte e Intelige^ncia Artificial	Ciclo de palestras “Mil Planaltos” (Coimbra, Portugal)
2012/02/29	A Arte de Fazer Cie^ncia	“Dia Extra”, Teatro Municipal Sa~o Luz (Lisbon, Portugal)
2011/03/22	Arte Computacional	Temas Avanzados de Multimedia, Mestrado Universitario en Enxen~eri´a de Sistemas Informa´ticos, Facultade de Informatica da Universidade da Corun~a (Coruna, Espanha)
2010/07	Expressions, Assemblages and Grammars (Invited Keynote Speaker)	Bridges’2010 – Mathematics, Music, Art, Architecture, Culture (Pecs, Hungria)
2010/06/18	Intelige^ncia Artificial e Arte	O homem e as cie^ncias Informa´ticas Universidade Luso´fona (Porto, Portugal)
2008/06/04	Improvisac¸o~es e Mutac¸o~es	Jazz ao Centro Museu da Cie^ncia (Coimbra, Portugal)
2007/03/13	Evoluc¸a~o Artificial e Arte	Ce´rebro e Matema´tica (Coimbra, Portugal)
2006/04/27	NEvAr. Un sistema de creacio´n arti´stica interactiva basada en Programacio´n Gene´tica	Primeiras Jornadas de Arte Artificial Universidade A Coruna (Coruna, Espanha)
2003	Computational Creativity (Invited Tutorial)	Portuguese Conference on Artificial Intelligence, EPIA 2003 (Beja, Portugal)
2002	The Art of Evolution	Working Group on Computational Creativity do projecto Europeu COST – Acc¸a~o 282 (Lyon)

Orientação

	Título / Tema Papel desempenhado	Curso (Tipo) Instituição / Organização
2017/09/01 - Atual	Adaptive Design Through Participatory Interaction Coorientador de Bruna Sousa	Universidade de Coimbra Colégio das Artes, Portugal
2017/09/01 - Atual	Novel User Oriented Bottom-Up Approaches for Graphic Design Orientador de Sérgio Rebelo	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/01 - Atual	Neural Networks: Evolution, Modularity and Growth Orientador de Filipe Assunção	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/01 - Atual	Interactive Visualization Models for Complex Biological Networks Orientador de António Cruz	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/09/01 - Atual	Visualising Patterns and Trends in Time Series Orientador de Catarina Maçãs	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/01 - Atual	Audiovisual Metaphors Based on Perceptually Relevant Principles Coorientador de Ana Cláudia Rodrigues	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/01 - Atual	Semantic and Bio-inspired Approaches to Spatio-Temporal Information Visualization Orientador de Evgheni Polisciuc	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/01 - Atual	Author Tools in Design Orientador de Tiago Filipe dos Santos Martins	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/01 - Atual	Mating Selection in Evolutionary Computation Orientador de António Pedro de Albuquerque Leitão	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/01 - 2020/02/28	Studying Believability in Videogame Creature Design Coorientador de Nuno Barreto	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/01/01 - 2017/09/01	Evolutionary Computation for Classifier Assessment and Improvement Orientador de João Nuno Gonçalves Costa Cavaleiro Correia	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/01 - 2017/04/15	RAPPort: A Fact-Based Question Answering System for Portuguese Orientador de Ricardo Manuel da Conceição Rodrigues	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/01 - 2016/06/15	Semantic figurative metaphors in information visualization Orientador de Pedro Miguel Amaral Melo da Cruz	Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/01 - 2016/04/21	Elementos para a definição de uma prática de autor em design gráfico, uma autobiografia do atelier R2 Orientador de Artur Luis Gonçalves de Azevedo Rebelo Alves	Universidade de Coimbra Colégio das Artes, Portugal
2011/09/01 - 2014/05/14	15 anos antes: o design gráfico como prática de clarificação no estídio FBA Orientador de João Manuel Frade Belo Bicker	Universidade de Coimbra Colégio das Artes, Portugal
2009/09/01 - 2011/09/01	Utilización de métricas de complejidad para la clasificación estética de fotografias Coorientador de Adriaán Carballal Mato	Universidade da Coruña, Espanha
2009/09/01 - 2011/02/08	Towards a Model for Artificial Aesthetics: Contributions to the Study of Creative Practices in Procedural and Computational Systems Coorientador de José Miguel Santos Araújo Carvalhais Fonseca	Universidade do Porto Faculdade de Belas Artes, Portugal

Organização de evento

	Nome do evento Tipo de evento (Tipo de participação)	Instituição / Organização
2018 - Atual	General Chair PPSN XV – Fifteenth International Conference on Parallel Problem Solving from Nature, 8-12 September 2018, Coimbra, Portugal (2018 - 2018) Conferência (Presidente da Comissão Organizadora)
2018 - 2018	Local Organization Member, CADGME 2018 – Conference on Digital Tools in Mathematics Education, 26-29 Junho 2018, Coimbra, Portugal (2018 - 2018) Conferência (Membro da Comissão Organizadora)
2016 - 2016	General Chair Evostar 2016, 30 March- 1 Abril 2016, Porto, Portugal (2016 - 2016) Conferência (Presidente da Comissão Organizadora)
2016 - 2016	Arts Program Co-Chair - Expressive’2016 – The Joint Symposium on Computational Aesthetics and Sketch-Based Interfaces and Modeling and Non-Photorealistic Animation and Rendering, subordinado ao tema “Data Activism”, Collocated with Eurographics 2016, 7-9 May, Lisbon, Portugal. (2016) Conferência (Coorganizador)
2015 - 2015	Co-Chair EurpGP’2015 – 18th European Conference on Genetic Programming, Copenhaga, Dinamarca, April 8-10, 2015 (2015) Conferência (Coorganizador)
2015 - 2015	Event Chair and Organization Chair of EPIA’2015 – 17th Portuguese Conference on Artificial Intelligence, Coimbra, Portugal, September 8-11, 2015. (2015 - 2015) Conferência (Presidente da Comissão Organizadora)
2015 - 2015	Track Chair of Thematic Track “General Artificial Intelligence” of EPIA’2015 – 17th Portuguese Conference on Artificial Intelligence, Coimbra, Portugal, September 8-11, 2015 (2015 - 2015) Conferência (Presidente da Comissão Organizadora)
2015 - 2015	Co-chair of the special session on “Mathematics and the Arts" of the American Mathematical Society (AMS) International Meeting, 10-13 June 2015, Porto, Portugal. (2015 - 2015) Conferência (Coorganizador)
2015 - 2015	PROSECCO code-camp on Computational Creativity, Coimbra, Portugal, 12 a 15 Janeiro, 2015 (2015) Simpósio (Coorganizador)
2013 - 2013	Co-Chair of evoMUSART’2013 – 2nd International Conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, Vienna, Austria, 3-5 April, 2013. (2013) Conferência (Coorganizador)
2012 - 2012	Evostar 2012, Malaga, Espanha, 11-13 Abril, 201 (2012) Conferência (Coorganizador)
2012 - 2012	Co-Chair evoMUSART’2012 – First European Conference on Evolutionary and Biologically Inspired Art and Music, Malaga, Espanha, 11-13 Abril, 2012. (2012) Conferência (Coorganizador)
2012 - 2012	Evolutionary Art Competition da Genetic and Evolutionary Computation Conference, 2012. (2012) Exposição (Coorganizador)
2011 - 2011	BRIDGES 2011, Coimbra, Portugal, 27-31 July, 2011 (2011) Conferência (Presidente da Comissão Organizadora)
2011 - 2011	Evolutionary Art Competition da Genetic and Evolutionary Computation Conference, 2011 (2011 - 2011) Exposição (Coorganizador)
2011 - 2011	Evostar 2011, Torino, Italia, 27-29 April, 2011 (2011 - 2011) Conferência (Coorganizador)
2010 - 2010	8th European Workshop on Evolutionary Art and Music. Integrada na EvoStar 2010 (2010 - 2010) Conferência (Coorganizador)
2009 - 2009	7th European Workshop on Evolutionary Art and Music. Integrada na EvoStar 2009 Tu¨bingen, Germany, 15 a 17 April, 2009 (2009) Conferência (Coorganizador)
2007 - 2007	5th European Workshop on Evolutionary Art and Music. Integrada na European Conference on Genetic Programming, Budapest, Hungria (2007 - 2007) Conferência (Coorganizador)
2006 - 2006	Special Track AI in Music and Art (AIMA’2006), 19th International FLAIRS Conference, Melburne, Florida, 11 - 13 de May, 2006. (2006 - 2006) Oficina (workshop) (Coorganizador)
2006 - 2006	European Workshop on Evolutionary Art and Music. Part of EvoStar, Valencia, Espanha, 10 a 12 April, 2006 (2006 - 2006) Conferência (Coorganizador)
2005 - 2005	Special Track AI in Music and Art (AIMA’2005), 18th International FLAIRS Conference, Clearwater Beach, Florida, 16-18 May, 2005. (2005 - 2005) Oficina (workshop) (Coorganizador)
2005 - 2005	3rd European Workshop on Evolutionary Art and Music part of European Conference on Genetic Programming, Lausanne, Switzerland, 2005 (2005 - 2005) Conferência (Coorganizador)
2004 - 2004	European Workshop on Evolutionary Art and Music, European Conference on Genetic Programming, Coimbra, Portugal, 5 - 7 April, 2004 (2004 - 2004) Conferência (Coorganizador)
1997 - 1997	Encontro Portugue^s de Intelige^ncia Artificial, EPIA’97, Portugal, Coimbra. (1997 - 1997) Conferência

Participação em evento

	Descrição da atividade Tipo de evento	Nome do evento Instituição / Organização
2014 - Atual	Workshop The Future of ICT for Creativity and Creative Industries, Comissa~o Europeia, Luxemburgo 26-27 de Marc¸o 2014
2014 - Atual	COST TU1102, “Towards Autonomic Road Transport Support Systems”

Arbitragem científica em conferência

	Nome da conferência	Local da conferência
2017 - Atual	IJCCI - International Joint Conference on Computational Intelligence
2016 - Atual	ICCC - International Conference on Computational Creativity
2015 - Atual	ISEA - International Symposium on Electronic Art
2014 - Atual	EvoCOP - European Conference on Evolutionary Computation in Combinatorial Optimisation
2014 - Atual	evoApplications - European Conference on the Applications of Evolutionary Computation
2013 - Atual	xCoAx - Conference on Computation, Communication, Aesthetics and X
2011 - Atual	ALEA / EPIA - Thematic Track on Artificial Life and Evolutionary Algorithms / Portuguese Conference on Artificial Intelligence
2011 - Atual	BRIDGES - Mathematics, Art, Music, Architecture, Education, Culture
2010 - Atual	evoMUSART - International Conference on Computational Intelligence in Music, Sound, Art and Design
2010 - Atual	CEC - IEEE Congress on Evolutionary Computation
2008 - Atual	ARTECH - International Conference on Digital Arts
2007 - Atual	Genetic and Evolutionary Computation Conference (Genetic Programming and/or Digital Entertainment Technologies and Arts Track)
2004 - Atual	EuroGP - European Conference on Genetic Programming
2018 - 2018	TPDL - International Conference on Theory and Practice of Digital Libraries
2017 - 2017	MASTA / EPIA- Multi-Agent Systems: Theory and Applications / Portuguese Conference on Artificial Intelligence
2017 - 2017	Artificial Intelligence and Games Track, 18th Portuguese Conference on Artificial Intelligence - EPIA 2017
2017 - 2017	SDIA / EPIA - Doctoral Symposium on Artificial Intelligence / Portuguese Conference on Artificial Intelligence
2017 - 2017	MIWAI - Multi-disciplinary International Workshop on Artificial Intelligence
2017 - 2017	ART - Internacional Meeting of Art & Technology
2017 - 2017	IEEE - International Conference on Intelligent Transportation Systems
2016 - 2017	AISB Symposium on Computational Creativity
2016 - 2017	ISDA - International Conference on Intelligent Systems Design and Applications
2016 - 2016	TPDL - International Conference on Theory and Practice of Digital Libraries
2016 - 2016	Computational intelligence in Information Systems, Bandar Seri Begawan, Brunei
2011 - 2016	ECTA - International Conference on Evolutionary Computation Theory and Applications
2009 - 2016	VRIC - Laval Virtual, International Conference and Exhibition on Virtual Reality and Converging Technologies
2015 - 2015	IJCAI - AI & The Arts Track: International Joint Conference on Artificial Intelligence
2015 - 2015	IES - Asia Pacific Symposium on Intelligent and Evolutionary Systems
2015 - 2015	A2HC / AAMAS - Workshop on Agents Applied in Health Care / International Conference on Autonomous Agents and Multi-Agent Systems
2015 - 2015	IBICA - International Conference on Innovations in Bio-inspired Computing and Applications
2014 - 2015	evoBIO – European Conference on Evolutionary Computation, Machine Learning and Data Mining in Computational Biology (PC)
2013 - 2015	SSCI - IEEE Symposium Series on Computational Intelligence (PC)
2014 - 2014	ICCC - International Conference on Computational Creativity
2014 - 2014	International Neural Network Society Symposia Series, Bandar Seri Begawan, Brunei
2014 - 2014	Audio Mostly – A Conference on Interaction with Sound
2014 - 2014	A-EYE: An exhibition of art and nature-inspired computation
2013 - 2013	MASTA / EPIA- Multi-Agent Systems: Theory and Applications / Portuguese Conference on Artificial Intelligence
2013 - 2013	EPIA - General Artificial Intelligence Track / Portuguese Conference on Artificial Intelligence
2009 - 2013	EvoGAMES - European Event on Bio-inspired Algorithms in Games
2012 - 2012	EvoCOP - European Conference on Evolutionary Computation in Combinatorial Optimisation (PC)
2012 - 2012	evoBIO – European Conference on Evolutionary Computation, Machine Learning and Data Mining in Computational Biology (PC)
2012 - 2012	Third International Conference on Virtual Worlds, Paris, France
2012 - 2012	Special Session on Evolutionary Computation for Creative Intelligence at IEEE WCCI
2012 - 2012	Federated Conference on Computer Science and Information Systems, Wroclaw, Poland
2012 - 2012	7th International Symposium Advances in Artificial Intelligence and Applications, Wroclaw, Poland
2012 - 2012	7th Iberian Conference on Information Systems and Technologies, Madrid, Spain
2012 - 2012	SoNIC - INNS Symposium on Nature Inspired Creativity
2011 - 2011	Federated Conference on Computer Science and Information Systems, Szczecin, Poland
2011 - 2011	ECAL - European Conference on Artificial Life, an international confe- rence on the simulation and synthesis of living systems
2011 - 2011	CMNE - Congresso de Me´todos Nume´ricos em Engenharia, Coimbra, Portugal
2010 - 2011	EvoIntelligence - European Event on Nature Inspired Methods for Intelligent Systems
2010 - 2010	ICCC - International Conference on Computational Creativity
2010 - 2010	ICEC - International Conference on Evolutionary Computation
2009 - 2010	SMC - Sound and Music Computing Conference
2009 - 2009	ACAL - Art Track, Australian Conference on Artificial Life
2009 - 2009	EvoIASP - European Workshop on Evolutionary Computation in Image Analysis and Signal Processing
2009 - 2009	EvoInteraction - European Workshop on Interactive Evolution and Humanized Computational Intelligence
2004 - 2009	evoMUSART - European Workshop on Evolutionary Art and Music
2008 - 2008	Computational Aesthetics Arts Program, Lisbon, Portugal
2006 - 2008	IJWCC - Joint Workshop on Computational Creativity
2007 - 2007	MUSIC-AI - International Workshop on Artificial Intelligence and Music / The Twentieth International Joint Conference on Artificial Intelligence
2006 - 2007	EvoInteraction - European Workshop on Interactive Evolution and Humanized Computational Intelligence
2006 - 2006	AAAI - Computational Aesthetics: Artificial Intelligence Approaches to Beauty and Happiness
2006 - 2006	evoopt - Special Track Evolutionary Optimization / International FLAIRS Conference
2005 - 2005	Joint Workshop on Computational Creativity, CC’2005, Edinburgh, Scotland, integrada na 19th International Joint Conference on Artificial Intelligence (IJCAI 2005)
2005 - 2005	Third Iteration – Third International conference on Generative systems in the electronic Arts. Melbourne, Australia
2004 - 2004	First Joint Workshop on Computational Creativity, CC’2004, Madrid, Spain, European Conference on Case-Based Reasoning, ECCBR’04
2001 - 2001	Creative Systems - Approaches to Creativity in Artificial Intelligence and Cognitive Science, 4th International Conference on Case Based Reasoning (ICCBR’01)

Arbitragem científica em revista

	Nome da revista (ISSN)	Editora
2016 - Atual	Progress in Artificial Intelligence (2192-6360)	Springer-Verlag
2012 - Atual	Genetic Programming and Evolvable Machines (1573-7632)	Springer-Verlag
2006 - Atual	Journal of Mathematics and the Arts (1751-3480)	Informa UK (Taylor & Francis)
2006 - 2011	International Journal on Artificial Intelligence Tools (1793-6349)	World Scientific
2006 - 2010	Journal of Artificial Evolution and Applications (1687-6237)	Hindawi Limited

Curso / Disciplina lecionado

	Disciplina	Curso (Tipo)	Instituição / Organização
2010 - 2011	Criatividade Computacional	(Doutoramento)	ISCTE-Instituto Universitário de Lisboa, Portugal

Membro de associação

	Nome da associação	Tipo de participação
2017 - Atual	SPECIES — the Society for the Promotion of Evolutionary Computation in Europe and its Surroundings	Executive Board Member
2014 - Atual	SPECIES — the Society for the Promotion of Evolutionary Com- putation in Europe and its Surroundings	Member
2014 - Atual	The Association for Computational Creativity
2013 - Atual	ACM SIGGRAPH Digital Arts Community	Member
1996 - Atual	Portuguese Association for Artificial Intelligence	Member
2013 - 2016	PROSECCO – Promoting the Scientific Exploration of Computational Creativity, 7th Framework Programme - FET Proactive initiatives and Fostering
2013 - 2016	FoCAS (Fundamentals of Collective Adaptive Sys- tems), 7th Framework Programme - FET Proactive initiatives and Fostering
2008 - 2011	FET Proactive Initiative on Pervasive Adaptation (PerAda)	Collaborator
2006 - 2010	Live Algorithms for Music Network
2003 - 2005	EvoNET: European Network of Excellence in Evolutionary Com- puting (IST-1999-14087).
2003 - 2005	Working group on Evolutionary Music and Art da European Network of Excellence in Evolutionary Computing
2001 - 2003	CCWG – Computational Creativity Working Group – da Acc¸a~o COST 282, “Knowledge Exploration in Science and Technology”

Membro de comissão

	Descrição da atividade Tipo de participação	Instituição / Organização
2014 - Atual	Steering Committee of EvoMUSART - International Conference on Computational Intelligence in Music, Sound, Art and Design
2013 - Atual	Steering Committee EuroGP - European Conference on Genetic Programming
2011 - 2018	IEEE Emerging Technologies Technical Committee, Task Force on Creative Intelligence Membro

Distinções

Prémio

2018	Best paper award at EvoMUSART 2018: T. Martins, J. Correia, E. Costa, and P. Machado. Evotype: Towards the evolution of type stencils. In J. Romero and A. Liapis, editors, Evolutionary and Biologically Inspired Music, Sound, Art and Design. Springer Int
2016	Award for Outstanding Contribution to Evolutionary Computation in Europe
2014	Best Paper Award P. Machado, T. Martins, H. Amaro, and P. H. Abreu. An inter- face for fitness function design. In J. Romero, J. McDermott, and J. Correia, editors, Evolutionary and Biologically Inspired Music, Sound, Art and Design - Third International
2014	Science Visualization Competition Winner, Ruslan Kamolov, Cátia Costa, António Cruz, Penousal Machado "Visualizing Music with Swarms", ALIFE 14: The Fourteenth International conference on the synthesis and Simulation of Living Systems, 2014
2010	Pedro Cruz, Penousal Machado (supervisor) ACM Student Research Competition winner, graduate category
2010	Pedro Cruz and Penousal Machado, Jury Selection, Computer Animation Festival
2010	Pedro Cruz and Penousal Machado, Best of Ars Electronica – Jury Selection
2010	Penousal Machado and Fernando Graça, GECCO 2010 Evolutionary Art Competition Winner
2010	Pedro Miguel Cruz, Ca´tia Costa e Penousal Machado, “Um ecosistema politico-empresarial", vencedor, na categoria de Design e Movimentos So- ciais, da Bienal Ibero-americana de Design – BID 2014, 25 e 29 de Novembro, Madrid, Espanha.
2009	Award of Excelence and Merit in Artificial Inteligence – PremeIA (this award "Distinguishes post PhD research careers that present results and accomplishments of remarkable merit in the area of Artificial Intelligence" (translated from portuguese)
2008	FONLAD's 2008 Award Nominations winners - Digital Painting Category
1999	Best Paper Award - P. Machado, F. B. Pereira, A. Cardoso, and E. Costa. Busy beaver - the influence of representation. In R. Poli, P. Nordin, W. B. Langdon, and T. C. Fogarty, editors, Genetic Programming, Second European Workshop, Go¨teborg, Sweden, May

Outra distinção

2015	Nomination fo best paper award: T. Martins, J. Correia, E. Costa, and P. Ma- chado. Evotype: Evolutionary type design. In C. Johnson, A. Carballal, and J. Correia, editors, Evolutionary and Biologically Inspired Music, Sound, Art and Design - 4th Internat
2011	Honorable Mention - Pedro Cruz e Penousal Machado, Lisbon’s Blood Vessels – A mapping experiment on the MiniMax Mapping Contest, E´cole Polytechnique Fe´de´rale de Lausanne, 2011
2009	Honorable Mention - “Você está aqui” recebeu uma menção honrosa no Festival Anual de Teatro Académico de 2009 (FATAL’09).
2007	Exceptional paper B. Z. Manaris, P. Roos, P. Machado, D. Krehbiel, L. Pellicoro, and J. Romero. A corpus-based hybrid approach to music analysis and compo- sition. In Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence