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Penousal Machado is Associate Professor at the Department of Informatics of the University of Coimbra in Portugal. He is a deputy director of the Centre for Informatics and Systems of the University of Coimbra (CISUC), the coordinator of the Cognitive and Media Systems group and the scientific director of the Computational Design and Visualization Lab. of CISUC. 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 2019 his publications gathered over 2262 citations, an h-index of 24, and an i10-index of 51. He was the advisor of 7 PhD thesis and 39 MSc thesis, and is currently advising 9 PhD and 3 MSc thesis. He is also the chair of several scientific events, including, amongst 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; and executive board member of SPECIES. 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 a wide set of 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).
Identification

Personal identification

Full name
Fernando Jorge Penousal Martins Machado

Citation names

  • Machado, Penousal

Author identifiers

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

Email addresses

  • machado@dei.uc.pt (Professional)

Addresses

  • 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 (Professional)

Websites

  • http://cdv.dei.uc.pt (Professional)

Knowledge fields

  • Exact Sciences - Computer and Information Sciences

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
English Intermediate (B1) Advanced (C1) Intermediate (B1) Intermediate (B1)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
French Beginner (A1) Intermediate (B1) Beginner (A1) Beginner (A1)
Education
Degree Classification
2007
Concluded
Programa doutoral em Sistemas e Tecnologias da Informação (Doutoramento)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
"Inteligência Artificial e Arte" (THESIS/DISSERTATION)
Distinção e Louvor
2003
Concluded
Mestrado em Engenharia Informática (Mestrado)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
"Uma Abordagem Evolucionária ao Problema do Castor Atarefado" (THESIS/DISSERTATION)
Muito Bom
1994
Concluded
Licenciatura em Engenharia Informática (Licenciatura)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
16
Affiliation

Teaching in Higher Education

2018/06/01 - Current Associate Professor (University Teacher)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2007/05/01 - 2018/06/01 Assistant Professor (University Teacher)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2006/01/01 - 2007/04/30 Assistant (University Teacher)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
1996/01/01 - 2005/12/31 Assistant (Polytechnic Teacher)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
1995/09/01 - 1995/12/31 Assistant (University Teacher)
Universidade da Beira Interior, Portugal
Projects

Grant

Designation Funders
2018 - 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 - 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 - 2013/10 High-Performance Computing over the Large-Scale Internet
grant.Provided by PTCRIS: 102212
Fundação para a Ciência e a Tecnologia
2010 - 2013/10 COSMO - COllaborative System for Mobility Optimization
grant.Provided by PTCRIS: 108785
Fundação para a Ciência e a Tecnologia
2011 - 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 - 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

Contract

Designation Funders
2018 - 2020/09/03 LEXIA
PS0738 LEXIA | DITS09-2018-341
Principal investigator
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal
Critical Software
2018 - 2020 Altice Vis
Lugus PS0646 ALTICE LABS, SA
Altice Labs
2017 - 2019/06/20 MomentumZai
Lugus - PS0616
Principal investigator
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
Outputs

Publications

Book
  1. Costa, V.; Lourenço, N.; Machado, P.. Coevolution of generative adversarial networks. 2019.
    10.1007/978-3-030-16692-2_32
  2. Gostyaeva, G.; Machado, P.; Martins, T.. Evolving Virtual Ecology. 2019.
    10.1007/978-3-030-06134-0_26
  3. Maçãs, C.; Lourenço, N.; Machado, P.. Interactive Evolution of Swarms for the Visualisation of Consumptions. 2019.
    10.1007/978-3-030-06134-0_11
  4. Auger, A.; Fonseca, C.M.; Lourenço, N.; Machado, P.; Paquete, L.; Whitley, D.. Preface. 2018.
  5. Auger, A.; Fonseca, C.M.; Lourenço, N.; Machado, P.; Paquete, L.; Whitley, D.. Preface. 2018.
    10.1007/978-3-319-99259-4
  6. 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
  7. Lourenço, N.; Assunção, F.; Maçãs, C.; Machado, P.. Evofashion: Customising fashion through evolution. 2017.
    10.1007/978-3-319-55750-2_12
  8. Rodrigues, A.; Costa, E.; Cardoso, A.; Machado, P.; Cruz, T.. Evolving L-systems with musical notes. 2016.
    10.1007/978-3-319-31008-4_13
  9. Johnson, C.; Ciesielski, V.; Correia, J.; Machado, P.. Preface. 2016.
  10. 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
  11. 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
  12. Pereira, F.; Machado, P.; Costa, E.; Cardoso, A.. 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
  13. 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
  14. 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.
  15. Pereira, F.; Machado, P.; Costa, E.; Cardoso, A.. Preface. 2015.
  16. 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
  17. Correia, J.; Machado, P.; Romero, J.; Carballal, A.. Feature selection and novelty in computational aesthetics. 2013.
    10.1007/978-3-642-36955-1_12
  18. Machado, P.; Correia, J.; Romero, J.. Expression-based evolution of faces. 2012.
    10.1007/978-3-642-29142-5_17
  19. 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.
  20. 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.
  21. Silva, S.; Foster, J.A.; Nicolau, M.; Machado, P.; Giacobini, M.. Preface. 2011.
  22. Machado, P.; Leitão, A.. Evolving fitness functions for mating selection. 2011.
    10.1007/978-3-642-20407-4_20
  23. Romero, J.; Machado, P.; Carballal, A.; Osorio, O.. Aesthetic classification and sorting based on image compression. 2011.
    10.1007/978-3-642-20520-0_40
  24. MacHado, P.; Nunes, H.; Romero, J.. Graph-based evolution of visual languages. 2010.
    10.1007/978-3-642-12242-2-28
  25. Romero, J.; Machado, P.; Santos, A.. On the socialization of evolutionary art. 2009.
    10.1007/978-3-642-01129-0_62
  26. 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.
  27. MacHado, P.; Graca, F.. Evolutionary pointillist modules: Evolving assemblages of 3D objects. 2008.
    10.1007/978-3-540-78761-7_48
  28. Machado, Fernando. The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music. 2007.
    10.1007/978-3-540-72877-1
  29. Machado, Fernando. ART Escapes'2007 -- Exibition Catalog. 2007.
  30. Machado, Fernando. Inteligencia Artificial y Computacion Avanzada. 2007.
  31. Machado, Fernando. Process Revealed DVD. 2006.
  32. 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.
  33. Machado, P.; Romero, J.; Santos, M.L.; Cardoso, A.; Manaris, B.. Adaptive critics for evolutionary artists. 2004.
  34. Tavares, J.; Machado, P.; Cardoso, A.; Pereira, F.B.; Costa, E.. On the evolution of evolutionary algorithms. 2004.
  35. Romero, J.; Machado, P.; Santos, A.; Cardoso, A.. On the development of critics in evolutionary computation artists. 2003.
  36. Machado, P.; Pereira, F.B.; Cardoso, A.; Costa, E.. Busy beaver–the influence of representation. 1999.
  37. Pereira, F.C.; Machado, P.; Cardoso, A.. Darwinci: Creating bridges to creativity. 1998.
  38. Machado, P.; Cardoso, A.. Computing aesthetics. 1998.
  39. 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
Book chapter
  1. 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
  2. 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
  3. 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
  4. Machado, Penousal. "Using Skill Rating as Fitness on the Evolution of GANs". 2020.
    10.1007/978-3-030-43722-0_36
  5. 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
  6. 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
  7. Machado, Penousal. "Breaking the Mould An Evolutionary Quest for Innovation Through Style Change". 2019.
    10.1007/978-3-319-43610-4_16
  8. Machado, Penousal. "Aesthetic Composition Indicator Based on Image Complexity". 2019.
    10.4018/978-1-5225-7371-5.ch009
  9. Evgheni Polisciuc; Filipe Assunção; Penousal Machado. "Towards Partially Automatic Search of Edge Bundling Parameters". 2018.
    10.1007/978-3-319-77583-8_15
  10. 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
  11. Lourenço, N.; Assunção, F.; Pereira, F.B.; Costa, E.; Machado, P.. "Structured grammatical evolution: A dynamic approach". 137-161. 2018.
  12. Machado, Penousal. "Smart City Portrayal". 2018.
    10.1201/9780429434983-4
  13. Machado, Fernando. "Swarm-Based Edge Bundling Applied to Flow Mapping". 2017.
    10.1007/978-3-319-64870-5_15
  14. 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
  15. Martins, Tiago; Correia, Joao; Costa, Ernesto; Machado, Penousal. "Evotype: Evolutionary Type Design". 136-147. 2015.
    10.1007/978-3-319-16498-4_13
  16. 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
  17. Leitão, A.; Machado, P.. "Mate choice in evolutionary computation". 155-177. 2015.
  18. Machado, P.; Correia, J.; Assunção, F.. "Graph-based evolutionary art". 3-36. 2015.
  19. Machado, Fernando. "Computing Aesthetics with Image Judgement Systems". 2012.
    10.1007/978-3-642-31727-9_11
  20. Romero, J.; Machado, P.; Carballal, A.; Correia, J.. "Computing aesthetics with image judgement systems". 295-322. 2012.
  21. Penousal Machado; Luis Pereira. "Photogrowth". 2012.
  22. Romero, Juan; Machado, Penousal; Carballal, Adrian; Osorio, Olga. "Aesthetic Classification and Sorting Based on Image Compression". 394-+. 2011.
  23. Pedro Cruz; Penousal Machado. "Visualizing Empires Decline". 2010.
  24. Pedro Cruz; Penousal Machado; João Bicker. "Visualizacón del tráfico en Lisboa". 28-29, 86-87-28-29, 86-87. 2010.
  25. Machado, Penousal; Nunes, Henrique; Romero, Juan. "Graph-Based Evolution of Visual Languages". 271-+. 2010.
  26. Romero, Juan; Machado, Periousal; Santos, Antonino. "On the Socialization of Evolutionary Art". 557-+. 2009.
  27. Tavares, J; Machado, P; Cardoso, A; Pereira, FB; Costa, E. "On the evolution of evolutionary algorithms". 389-398. 2004.
  28. Romero, J; Machado, P; Santos, A; Cardoso, A. "On the development of critics in evolutionary computation artists". 559-569. 2003.
  29. Pereira, FB; Tavares, J; Machado, P; Costa, E. "GVR: A new genetic representation for the vehicle routing problem". 95-102. 2002.
  30. Machado, P; Pereira, FB; Cardoso, A; Costa, E. "Busy Beaver - The influence of representation". 29-38. 1999.
Conference paper
  1. Machado, Penousal. "GlyphSOMe: Using SOM with Data Glyphs for Customer Profiling". 2020.
    10.5220/0009178803010308
  2. Machado, Penousal. "Designing Posters Towards a Seamless Integration in Urban Surroundings". 2019.
    10.1145/3359852.3359892
  3. Machado, Penousal. "COEGAN". 2019.
    10.1145/3321707.3321746
  4. Pereira, R.C.; Abreu, P.H.; Polisciuc, E.; Machado, P.. "A data visualization approach for intersection analysis using AIS data". 2019.
  5. Machado, P.. "Evolving ART: Past, present and future". 2019.
  6. Cunha, J.M.; Martins, P.; Machado, P.. "Using image schemas in the visual representation of concepts". 2019.
  7. Machado, Penousal. "Evolutionary data augmentation in deep face detection". 2019.
    10.1145/3319619.3322053
  8. Filipe Assuncao; David Sereno; Nuno Lourenco; Penousal Machado; Bernardete Ribeiro. "Automatic Evolution of AutoEncoders for Compressed Representations". 2018.
    10.1109/cec.2018.8477874
  9. Assunção, F.; Sereno, D.; Lourenço, N.; MacHado, P.; Ribeiro, B.. "Automatic Evolution of AutoEncoders for Compressed Representations". 2018.
    10.1109/CEC.2018.8477874
  10. 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
  11. Lopes, D.; Martins, P.; Machado, P.. "Olhos music fest-branding". 2018.
    10.1109/iV.2018.00094
  12. Cruz, A.; Arrais, J.P.; Machado, P.. "Interactive network visualization of gene expression time-series data". 2018.
    10.1109/iV.2018.00105
  13. Macas, C.; Machado, P.. "Radial calendar of consumption". 2018.
    10.1109/iV.2018.00027
  14. Macas, C.; Rodrigues, A.; Bernardes, G.; Machado, P.. "MixMash: A visualisation system for musical mashup creation". 2018.
    10.1109/iV.2018.00088
  15. Cunha, J.M.; Polisciuc, E.; Martins, P.; Machado, P.. "The many-faced plot: Strategy for automatic glyph generation". 2018.
    10.1109/iV.2018.00023
  16. Machado, Penousal. "Generation of Aesthetic Emotions Guided by Perceptual Features". 2018.
    10.13140/RG.2.2.28766.69444
  17. Machado, Penousal. "Computational Creative Experiments in the Development of Visual Identities". 2018.
    10.13140/RG.2.2.21531.52007
  18. Machado, Fernando. "Towards the evolution of multi-layered neural networks". 2017.
    10.1145/3071178.3071286
  19. 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.
  20. Assuncão, Filipe; Lourenco, Nuno; Ribeiro, Bernardete; Machado, Penousal. "Evolutionary Machine Learning: An Essay on Benchmarking". 2017.
  21. Assuncao, F.; Lourenco, N.; Machado, P.; Ribeiro, B.. "Automatic generation of neural networks with structured Grammatical Evolution". 2017.
    10.1109/CEC.2017.7969488
  22. 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
  23. Rodrigues, Ana; Cardoso, Am ilcar; Machado, Penousal. "Harmonic Constellation: An Audiovisual Environment of Living Organisms". 2016.
  24. Polisciuc, Evgheni; Cruz, Pedro; Macas, Catarina; Amaro, Hugo; Machado, Penousal. "Flow Map of Products Transported among Warehouses and Supermarkets". 2016.
  25. Macas, Catarina; Machado, Penousal. "The Rhythm of Consumptions". 2016.
  26. Correia, Ana Beatriz; Machado, Penousal. "The Aesthetics of Routine". 2016.
  27. Macas, Catarina; Cruz, Pedro; Polisciuc, Evgheni; Amaro, Hugo; Machado, Penousal. "Iso-edges for the Geovisualization of Consumptions". 2016.
  28. Correia, João; Martins, Tiago; Martins, Pedro; Machado, Penousal. "X-Faces: The eXploit Is Out There". 2016.
  29. Catarina Macãs; Penousal Machado. "The Rhythm of Consumptions". 2016.
  30. Martins, Tiago; Correia, Joao; Costa, Ernesto; Machado, Penousal. "Evotype: From Shapes to Glyphs". 2016.
    10.1145/2908812.2908907
  31. Rodrigues, Ana; Costa, Ernesto; Cardoso, Am ilcar; Machado, Penousal; Cruz, Tiago. "Evolving L-Systems with Musical Notes". 2016.
  32. 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
  33. Cunha, J.M.; Martins, T.; Martins, P.; Bicker, J.; Machado, P.. "TypeAdviser: A type design aiding-tool". 2016.
  34. Machado, Penousal. "Incorporation of Emotions in the Orphibs’ Agent Architecture". 2015.
    10.7551/978-0-262-33027-5-ch058
  35. Polisciuc, Evgheni; Alves, Ana; Machado, Penousal. "Understanding Urban Land Use through the Visualization of Points of Interest". 2015.
  36. Cruz, A.; Machado, P.; Assunção, F.; Leitão, A.. "ELICIT - Evolutionary computation visualization". 2015.
    10.1145/2739482.2768443
  37. Cunha, J.M.; Martins, P.; Cardoso, A.; MacHado, P.. "Generation of concept-representative symbols". 2015.
  38. 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.
  39. Assunção, F.; Correia, J.; Martins, P.; Machado, P.. "Evolving families of shapes". 2015.
  40. 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.
  41. Maçãs, C.; Cruz, P.; Martins, P.; Machado, P.. "Swarm systems in the visualization of consumption patterns". 2015.
  42. Machado, P.; Vinhas, A.; Correia, J.; Ekárt, A.. "Evolving ambiguous images". 2015.
  43. Cruz, Pedro; Costa, Catia; Machado, Penousal. "An Ecosystem of Corporate Politicians". 2014.
  44. Martins, Tiago; Machado, Penousal. "Drawing Sounds". 2014.
  45. Machado, Fernando. "Personalizing Breast Cancer Patients with Heterogeneous Data". 2014.
    10.1007/978-3-319-03005-0_11
  46. MacHado, P.; Correia, J.. "Semantic aware methods for evolutionary art". 2014.
    10.1145/2576768.2598293
  47. 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
  48. Leitão, A.; Machado, P.. "Self-adaptive mate choice for cluster geometry optimization". 2013.
    10.1145/2463372.2463494
  49. Kamolov, R.; Machado, P.; Cruz, P.. "Visualizing the flow of users on a wireless network". 2013.
    10.1145/2503385.2503510
  50. Polisciuc, E.; Alves, A.; Bento, C.; Machado, P.. "Visualizing urban mobility". 2013.
    10.1145/2503385.2503511
  51. Kamolov, R.; Machado, P.; Cruz, P.. "Musical flocks". 2013.
    10.1145/2503385.2503487
  52. Leitão, A.; Neves, J.C.; MacHado, P.. "A self-adaptive Mate Choice model for Symbolic Regression". 2013.
    10.1109/CEC.2013.6557547
  53. José Capela Dias; Penousal Machado; Francisco Camara Pereira. "Simulating the Impact of Drivers' Personality on City Transit". 2013.
  54. José Capela Dias; Penousal Machado; Francisco Camara Pereira. "Privacy-Aware Ant Colony Optimization Algorithm for Real Time Route Planning". 2013.
  55. Alves, Ana; Rodrigues, Joao; Correia, Pedro; Machado, Penousal; Pereira, Francisco C.. "Constructing route choice maps from GPS traces". 2013.
  56. Machado, Penousal; Amaro, Hugo. "Fitness Functions for Ant Colony Paintings". 2013.
  57. Correia, João; Machado, Penousal; Romero, Juan; Carballal, Adrián. "Evolving Figurative Images Using Expression-Based Evolutionary Art". 2013.
  58. Dias, Jose Capela; Abreu, Pedro Henriques; Silva, Daniel Castro; Fernandes, Gustavo; Machado, Penousal; Leitao, Antonio. "Preparing Data for Urban Traffic Simulation using SUMO". 2013.
  59. Leitão, A.; Pereira, F.B.; Machado, P.. "Enhancing cluster geometry optimization with island models". 2012.
    10.1109/CEC.2012.6256544
  60. Duro, L.; Machado, P.; Rebelo, A.. "Graphic narratives: Generative book covers". 2012.
    10.1145/2342896.2342925
  61. Carballal, Adrian; Romero, Juan; Machado, Penousal; Pena, Maria. "Estudio de conjuntos muestrales usados en clasificacion automatica de imagenes". 2012.
  62. Correia, J.; MacHado, P.; Romero, J.. "Improving Haar Cascade classifiers through the synthesis of new training examples". 2012.
    10.1145/2330784.2331001
  63. Pena, Maria; Romero, Juan; Machado, Penousal; Carballal, Adrian. "Probas de validacion de Criticos de Arte Artificiais". 2012.
  64. Duro, L.; Cruz, P.; Machado, P.. "Abstract ocean waves". 2011.
    10.1145/2037715.2037728
  65. Cruz, P.; Machado, P.. "Visualizing the circulatory problems of Lisbon". 2011.
    10.1145/2037715.2037818
  66. Machado, Penousal. "Expressions, Assemblages and Grammars". 2010.
  67. Cruz, Pedro; and Penousal, Machado. "Visualizing the Portuguese Empire expansion and decline". 2010.
  68. Machado, P.; Nunes, H.. "A step towards the evolution of visual languages". 2010.
  69. Cruz, P.; Machado, P.. "Visualizing empires decline". 2010.
    10.1145/1836845.1837010
  70. Greenfield, Gary; Machado, Penousal. "Simulating Artist and Critic Dynamics - An Agent-based Application of an Evolutionary Art System". 2009.
  71. Machado, Penousal; Romero, Juan. "Losing System Signature". 2009.
  72. Greenfield, G.; Machado, P.. "Simulating artist and critic dynamics: An agent-based application of an evolutionary art system". 2009.
  73. Fernando Graca; Penousal Machado. "Informal Stains". 2009.
  74. Martins, Alexandre; Neto, Goncalo; de Lemos, Rogerio; Machado, Penousal; Salvador, Armindo. "WikiModels: a platform for collaborative development of biochemical models". 2009.
  75. Graca, Fernando; Machado, Penousal. "Evolving Assemblages of 3D Objects". 2008.
  76. Manaris, B.; Roos, P.; Machado, P.; Krehbiel, D.; Pellicoro, L.; Romero, J.. "A corpus-based hybrid approach to music analysis and composition". 2007.
  77. 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". 2007.
  78. Romero, Juan; Machado, Penousal; Santos, Antonino; Santos, Marisa. "Sociedad Hibrida: Una extension de computacion evolutiva interactiva". 2006.
  79. Cardoso, Amilcar; Machado, Penousal. "Sobre a Geracao de Obras de Arte". 2006.
  80. Pena, Marisa; Romero, Juan; Machado, Penousal; Pazos, Alejandro. "Maquinas Esteticas". 2006.
  81. Romero, Juan; Machado, Penousal; Manaris, Bill; Santos, Antonino. "Criticos de Arte Artificiales". 2006.
  82. Romero, J.; Sanmartín, E.; Machado, P.; Santos, A.. "Artificial immune systemm based art". 2005.
  83. 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.
  84. Manaris, B.; Machado, P.; McCauley, C.; Romero, J.; Krehbiel, D.. "Developing fitness functions for pleasant music: Zipf's law and interactive evolution systems". 2005.
  85. Machado, P.; Tavares, J.; Cardoso, A.; Pereira, F. B.; Costa, E.. "Evolving Creativity". 2004.
  86. Oliveira, Rui; Pereira, Francisco C.; Machado, Penousal. "Animating 3D Creatures". 2004.
  87. Machado, Penousal; Romero, Juan; Manaris, Bill; Santos, Antonino; Cardoso, Amilcar. "Power to the Critics --- A Framework for the Development of Artificial Art Critics". 2003.
  88. Romero, J.; Machado, P.; Ares, M.. "Artificial Music Critics". 2003.
  89. Tavares, J.; Machado, P.; Pereira, F.B.; Costa, E.. "On the influence of GVR in vehicle routing". 2003.
  90. Machado, P.; Cardoso, A.. "NEvAr --- System Overview". 2003.
  91. Tavares, Jorge; Pereira, Francisco B.; Machado, Penousal; Costa, Ernesto. "Crossover and Diversity: A Study about GVR". 2003.
  92. Tavares, Jorge; Pereira, Francisco B.; Machado, Penousal; Costa, Ernesto. "GVR Delivers It On Time". 2002.
  93. Machado, Penousal; Dias, Andre; Duarte, Nuno; Cardoso, Amilcar. "Giving Colour to Images". 2002.
  94. Dias, A.; Machado, P.; Cardoso, A.. "Improving genome compiler's performance". 2002.
  95. Machado, Penousal; Tavares, Jorge; Pereira, Francisco B.; Costa, Ernesto. "Vehicle Routing Problem: Doing It The Evolutionary Way". 2002.
  96. Pereira, F.B.; Tavares, J.; Machado, P.; Costa, E.. "GVR: A new genetic representation for the vehicle routing problem". 2002.
  97. Grilo, Carlos; Machado, Penousal; Cardoso, Amilcar. "Paradigmatic Analysis Using Genetic Algorithms". 2001.
  98. Machado, Penousal; Dias, Andre; Cardoso, Amilcar. "GenCo - A Project Report". 2001.
  99. 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
  100. 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.
  101. Machado, Penousal; Cardoso, Amilcar. "NEvAr --- The Assessment of an Evolutionary Art Tool". 2000.
  102. Machado, Penousal; Cardoso, Amilcar. "Speeding up Genetic Programming". 1999.
  103. Machado, Penousal; Cardoso, Amilcar. "Model Proposal for a Constructed Artist". 1997.
  104. Machado, Penousal; Cardoso, Amilcar. "Generation and Evaluation of Artworks". 1996.
  105. Bento, Carlos; Machado, Penousal; Costa, Ernesto. "Evaluation of Recidepsy -- An Adviser in the Domain of Psychology". 1994.
Journal article
  1. 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
  2. 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
  3. 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
  4. Machado, Penousal. "CroP—Coordinated Panel visualization for biological networks analysis". Bioinformatics (2019): http://dx.doi.org/10.1093/bioinformatics/btz688.
    10.1093/bioinformatics/btz688
  5. 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
  6. Machado, Penousal. "MixMash". International Journal of Art, Culture and Design Technologies (2019): http://dx.doi.org/10.4018/ijacdt.2019070102.
    10.4018/ijacdt.2019070102
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. Carballal, A.; Santos, A.; Romero, J.; Machado, P.; Correia, J.; Castro, L.. "Distinguishing paintings from photographs by complexity estimates". Neural Computing and Applications 30 6 (2018): 1957-1969. http://www.scopus.com/inward/record.url?eid=2-s2.0-85007480634&partnerID=MN8TOARS.
    10.1007/s00521-016-2787-5
  15. 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
  16. 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
  17. 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.
  18. Carballal, Adrian; Santos, Antonino; Romero, Juan; Machado, Penousal; Correia, Joao; Castro, Luz. "Distinguishing paintings from photographs by complexity estimates". Neural Computing and Applications (2016): https://doi.org/10.1007/s00521-016-2787-5.
  19. 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
  20. 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
  21. 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.
  22. 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
  23. Graca, Fernando; Machado, Penousal. "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.
  24. 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.
  25. Machado, Fernando. "Progress in Artificial Intelligence - 17th Portuguese Conference on Artificial Intelligence, EPIA 2015, Coimbra, Portugal, September 8-11, 2015. Proceedings". (2015): http://dx.doi.org/10.1007/978-3-319-23485-4.
  26. Romero, Juan; Machado, Penousal. "Special Issue on Evolutionary Art and Music". International Journal of Arts and Technology (2015):
  27. 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://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000361969200010&KeyUID=WOS:000361969200010.
  28. 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
  29. Cruz, P.; Cruz, A.; Machado, P.. "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
  30. Graça, F.; Machado, P.. "Evolving assemblages". International Journal of Arts and Technology 8 2 (2015): 167-184. http://www.scopus.com/inward/record.url?eid=2-s2.0-84930423635&partnerID=MN8TOARS.
    10.1504/IJART.2015.069551
  31. 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
  32. 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.
  33. Machado, Fernando. "Swarm Art: Curator's Introduction". Leonardo (2014): http://dx.doi.org/10.1162/LEON_a_00695.
    10.1162/LEON{\_}a{\_}00695
  34. Machado, P.. "Photogrowth". Leonardo 47 1 (2014): 12-12. http://www.scopus.com/inward/record.url?eid=2-s2.0-84890888984&partnerID=MN8TOARS.
  35. 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
  36. Machado, P.. "Photogrowth". Leonardo 47 1 (2014): http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000328877900007&KeyUID=WOS:000328877900007.
  37. 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
  38. 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
  39. 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
  40. 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
  41. 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):
  42. 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
  43. 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
  44. Machado, Fernando. "Genetic Programming - 15th European Conference, EuroGP 2012, Málaga, Spain, April 11-13, 2012. Proceedings". EuroGP 7244 (2012):
  45. 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):
  46. 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
  47. 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
  48. Gary Greenfield; Penousal Machado. "Mathematical Models used in Aesthetic Evaluation". Special Issue of the Journal of Mathematics and Art (2012):
  49. Machado, Penousal; Romero, Juan. "On Evolutionary Computer-Generated Art". The Evolutionary Review: Art, Science, Culture 2 1 (2011): 156-170.
  50. Machado, Fernando. "Genetic Programming - 14th European Conference, EuroGP 2011, Torino, Italy, April 27-29, 2011. Proceedings". EuroGP 6621 (2011):
  51. 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
  52. Machado, Penousal; Leitao, Antonio. "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.
  53. 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):
  54. 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):
  55. 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.
  56. Machado, P.; Romero, J.; Santos, A.; Cardoso, A.; Pazos, A.. "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
  57. 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.
  58. 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):
  59. Machado, Penousal. "Inteligencia Artificial e Arte". (2007):
  60. Machado, Penousal; Romero, Juan; Santos, Antonino; Cardoso, Amílcar; Pazos, Alejandro. "On the development of evolutionary artificial artists". (2007): http://hdl.handle.net/10316/4094.
  61. 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
  62. 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):
  63. 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):
  64. Manaris, B.; Machado, P.; McCauley, C.; Romero, J.; Krehbiel, D.. "Developing fitness functions for pleasant music: Zipf's law and interactive evolution systems". Lecture Notes in Computer Science 3449 (2005): 498-507. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000229211900050&KeyUID=WOS:000229211900050.
  65. Penousal Machado; Juan Romero. "CreArt2 – Creative Artificial Artists". nada (2005):
  66. 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
  67. 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
  68. 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.
  69. 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):
  70. 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.
  71. Machado, Penousal. "Uma Abordagem Evolucionaria ao Problema do Castor Atarefado". (2003):
  72. Machado, P.; Cardoso, A.. "All the truth about NEvAr". Applied Intelligence 16 2 (2002): 101-118. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036471241&partnerID=MN8TOARS.
    10.1023/A:1013662402341
  73. 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.
  74. 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.
  75. Machado, Penousal; Cardoso, Amílcar. "All the Truth About NEvAr". (2002): http://hdl.handle.net/10316/7641.
  76. 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.
  77. 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.
  78. Penousal Machado; Paula Vieira; Carlos Bento. "Um Sistema de Aconselhamento para Alunos com Insucesso Escolar". Relato de Actividades do Projecto Minerva 1 7 (1994):
Thesis / Dissertation
  1. Castro, João Couceiro e. "«Máquina de Ouver» — Representação do Discurso Oral pela Tipografia". Master, 2019. http://hdl.handle.net/10316/88032.
  2. Ferreira, Pedro Filipe Soares. "Deep Reinforcement Learning for Condition Based Monitoring in Aircraft Planning". Master, 2019. http://hdl.handle.net/10316/88031.
  3. Simões, José Maria da Costa. "Deep Learning for Dynamic Music Generation". Master, 2019. http://hdl.handle.net/10316/88002.
  4. Sousa, Marta Sofia Dias de. "Visualização de dados climáticos na Web". Master, 2019. http://hdl.handle.net/10316/88116.
  5. Correia, João Nuno Gonçalves Costa Cavaleiro. "Evolutionary Computation for Classifier Assessment and Improvement". PhD, 2018. http://hdl.handle.net/10316/81287.
  6. Guarino, Ana Filipa Silva. "Programação Genética aplicada à previsão do consumo de combustível". Master, 2018. http://hdl.handle.net/10316/83553.
  7. Almeida, Cláudia Andreia Dias. "Design e Biologia - Produtos Multimédia com base em Espólio Científico do Casal Lacerda". Master, 2018. http://hdl.handle.net/10316/86184.
  8. Gostyaeva, Gloriya. "Evolving virtual ecology". Master, 2018. http://hdl.handle.net/10316/86218.
  9. Sereno, David Martins Duarte. "Automatic Evolution of Deep AutoEncoders". Master, 2018. http://hdl.handle.net/10316/84362.
  10. Pereira, Ricardo Daniel Cardoso. "AIS Data Visualization applied to the identification of anomalous vessels' movements on the Portuguese maritime territory". Master, 2018. http://hdl.handle.net/10316/83542.
  11. Lourenço, Pedro Miguel Quitério. "A Management and Monitoring User Interface for an Intrusion and Anomaly Detection System". Master, 2018. http://hdl.handle.net/10316/83570.
  12. 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.". Master, 2018. http://hdl.handle.net/10316/86179.
  13. Rua, Joana Gonçalves. "Fábrica de Tipos para Cinema". Master, 2018. http://hdl.handle.net/10316/86168.
  14. Lameira, João Miguel Rocha. "VISUALIZAÇÃO DA CORRELAÇÃO DE PADRÕES AMBIENTAIS NA CHINA". Master, 2017. http://hdl.handle.net/10316/83223.
  15. Faria, Ivo Daniel Gomes de. "Metamorfose do Código Civil Português - Análise e Exploração da Alteração da Legislação". Master, 2017. http://hdl.handle.net/10316/83010.
  16. 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". PhD, 2016. http://hdl.handle.net/10316/29505.
  17. Pascoal, David Manuel Agostinho Nunes de Rebelo e. "Aesthetic Analysis of Images". Master, 2015. http://hdl.handle.net/10316/35507.
  18. Amaro, Hugo Dinis Pereirinha da Silva. "Visualization techniques for Big Data". Master, 2015. http://hdl.handle.net/10316/35736.
  19. Leal, Joao Pedro Silva. "Wizdee Discovery - Automatic Analysis and Visualization of Information". Master, 2015. http://hdl.handle.net/10316/35524.
  20. Vinhas, Adriano Rua. "Novelty and Self-Modification in the Context of Figurative Expression-Based Evolutionary Art". Master, 2015. http://hdl.handle.net/10316/35652.
  21. Assunção, Filipe Guerreiro. "Grammar Based Evolutionary Design". Master, 2015. http://hdl.handle.net/10316/35592.
  22. Cruz, António Malta Lopes da. "Visualization for Genetic Algorithms". Master, 2014. http://hdl.handle.net/10316/35735.
  23. Passinhas, Susana Isabel dos Santos. "Interaction Design: Games4therapy The Design Process of a Digital Solution". Master, 2014. http://hdl.handle.net/10316/35614.
  24. Barbosa, Daniel Filipe André. "Mobile Ambient Gaming". Master, 2014. http://hdl.handle.net/10316/35688.
  25. Ferreira, Sara João Cardoso. "Natural User Interfaces". Master, 2014. http://hdl.handle.net/10316/35651.
  26. Silva, Lucas Sallum Castro. "A guitarra eléctrica como interface para criaçao de imagens". Master, 2014. http://hdl.handle.net/10316/35608.
  27. Mota, Gui António Pires. "Dispositivos de aquisição de dados para fins artísticos ou lúdicos". Master, 2014. http://hdl.handle.net/10316/35423.
  28. Martins, Tiago Filipe dos Santos. "Abordagens Algoritmicas e Computacionais na Arte e no Design". Master, 2013. http://hdl.handle.net/10316/35552.
  29. Neves, José Carlos Clemente. "Sexy Evolutionary Computation". Master, 2013. http://hdl.handle.net/10316/35698.
  30. Fernandes, Gustavo Nuno Vieira. "COSMO - Using error to optimize the city". Master, 2013. http://hdl.handle.net/10316/35543.
  31. Polisciuc, Evgheni. "Visual Tools for the Study of Urban Mobility". Master, 2013. http://hdl.handle.net/10316/35732.
  32. Cunha, João Miguel Andrade Proença da. "Dissertação sobre relações anatómicas entre caracteres de um tipo de letra". Master, 2013. http://hdl.handle.net/10316/35575.
  33. Kamolov, Ruslan. "Visualisation of Flows of Information". Master, 2013. http://hdl.handle.net/10316/35737.
  34. Machado, Fernando Jorge Penousal Martins. "Inteligência artificial e arte". PhD, 2007. http://hdl.handle.net/10316/9599.

Other

Other output
  1. Machado, Penousal. 2019. Fast-DENSER++: Evolving Fully-Trained Deep Artificial Neural Networks.
  2. Nuno Lourenço; Filipe Assunção; Francisco B. Pereira; Ernesto Costa; Penousal Machado. 2018. Structured Grammatical Evolution: A Dynamic Approach. https://doi.org/10.1007%2F978-3-319-78717-6_6.
    10.1007/978-3-319-78717-6_6
  3. Tiago Martins; João Correia; Ernesto Costa; Penousal Machado. 2018. Evotype: Towards the Evolution of Type Stencils. https://doi.org/10.1007%2F978-3-319-77583-8_20.
    10.1007/978-3-319-77583-8_20
  4. Filipe Assunção; Nuno Lourenço; Penousal Machado; Bernardete Ribeiro. 2018. Using GP Is NEAT: Evolving Compositional Pattern Production Functions. https://doi.org/10.1007%2F978-3-319-77553-1_1.
    10.1007/978-3-319-77553-1_1
  5. Polisciuc, Evgheni; Machado, Penousal. 2017. Swarm-Based Edge Bundling Applied to Flow Mapping. https://doi.org/10.1007/978-3-319-64870-5_15.
  6. Leitão, António; Machado, Penousal. 2015. Mate Choice in Evolutionary Computation. https://doi.org/10.1007/978-3-319-20883-1_7.
  7. Machado, Penousal; Correia, João; Assuncão, Filipe. 2015. Graph-Based Evolutionary Art. https://doi.org/10.1007/978-3-319-20883-1_1.
  8. Pedro Cruz; Penousal Machado. 2014. City Portraits and Caricatures. http://dx.doi.org/10.1515/9783038213925.97.
    10.1515/9783038213925.97
  9. Penousal Machado; Tiago Martins; Hugo Amaro; Pedro H. Abreu. 2014. An Interface for Fitness Function Design. http://dx.doi.org/10.1007/978-3-662-44335-4_2.
    10.1007/978-3-662-44335-4_2
  10. Martins, Tiago; Machado, Penousal. 2013. The garden of virtual delights.
  11. Cruz, Pedro; Machado, Penousal. 2013. Stadtportraits und Stadtkarikaturen.
  12. Kamolov, Ruslan; Machado, Penousal. 2013. Musical Swarms.
  13. Cruz, Pedro; Machado, Penousal; Bicker, Joao. 2012. Traffic in Lisbon.
  14. Cruz, Pedro; Machado, Penousal; Bicker, Joao. 2012. Traffic in Lisbon.
  15. Cruz, Pedro; Machado, Penousal; Bicker, Joao. 2011. Visualizing Lisbon's traffic.
  16. Cruz, Pedro; Machado, Penousal; Bicker, Joao. 2011. The Morphing City.
  17. Machado, Penousal; Santos, Marisa. 2007. Computacion Evolutiva y Creatividad.
  18. Machado, Penousal; Romero, Juan. 2007. Movement without Motion.
  19. Romero, Juan; Machado, Penousal. 2007. book preface.
  20. Machado, Penousal; Romero, Juan; Manaris, Bill. 2007. Experiments in Computational Aesthetics: An Iterative Approach to Stylistic Change in Evolutionary Art.
  21. Machado, Penousal; Romero, Juan. 2007. Preface.
  22. Machado, Penousal; Pereira, Francisco B.; Tavares, Jorge; Costa, Ernesto; Cardoso, Amilcar. 2004. Evolutionary Turing Machines -- The Quest for Busy.
  23. Cardoso, Amilcar; Costa, Ernesto; Machado, Penousal; Pereira, Francisco C.; Gomes, Paulo. 2001. An architecture for hybrid creative reasoning. http://portal.acm.org/citation.cfm?id=357410.357797.
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2019/02/20 Evolving Art (Invited Keynote Speaker) International Conference on Agents and Artificial Intelligence
(Prague, Czech Republic)
2018/07/05 Data Visualization Summer School: Challenges for the XXI century: data, information and communication
(Valencia, Spain)
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, Italy)
2017/12/07 My Black Box Concerns The Evening of the Black Box Concerns, V2_Lab for for the Unstable Media
(Rotherham, Netherlands)
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, Spain)
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, Spain)
2014/06 Data Visualization: giving life to facts and figures URBACT-CityLogo the- matic workshop
(Dundee, United Kingdom)
2014/02/22 Computational Design and Visualization PROSECCO Network, First An- nual Contact Forum
(El Escorial, Spain)
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, Spain)
2010/07 Expressions, Assemblages and Grammars (Invited Keynote Speaker) Bridges’2010 – Mathematics, Music, Art, Architecture, Culture
(Pecs, Hungary)
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, Spain)
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)

Supervision

Thesis Title
Role
Degree Subject (Type)
Institution / Organization
2017/09/01 - Current Adaptive Design Through Participatory Interaction
Co-supervisor of Bruna Sousa
Universidade de Coimbra Colégio das Artes, Portugal
2017/09/01 - Current Novel User Oriented Bottom-Up Approaches for Graphic Design
Supervisor of Sérgio Rebelo
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2017/09/01 - Current Neural Networks: Evolution, Modularity and Growth
Supervisor of Filipe Assunção
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016/09/01 - Current Interactive Visualization Models for Complex Biological Networks
Supervisor of António Cruz
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2015/09/01 - Current Visualising Patterns and Trends in Time Series
Supervisor of Catarina Maçãs
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2014/09/01 - Current Audiovisual Metaphors Based on Perceptually Relevant Principles
Co-supervisor of Ana Cláudia Rodrigues
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/01 - Current Semantic and Bio-inspired Approaches to Spatio-Temporal Information Visualization
Supervisor of Evgheni Polisciuc
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2013/09/01 - Current Author Tools in Design
Supervisor of Tiago Filipe dos Santos Martins
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/09/01 - Current Mating Selection in Evolutionary Computation
Supervisor of 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
Co-supervisor of Nuno Barreto
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2012/01/01 - 2017/09/01 Evolutionary Computation for Classifier Assessment and Improvement
Supervisor of 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
Supervisor of 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
Supervisor of 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
Supervisor of 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
Supervisor of 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
Co-supervisor of Adriaán Carballal Mato
Universidade da Coruña, Spain
2009/09/01 - 2011/02/08 Towards a Model for Artificial Aesthetics: Contributions to the Study of Creative Practices in Procedural and Computational Systems
Co-supervisor of José Miguel Santos Araújo Carvalhais Fonseca
Universidade do Porto Faculdade de Belas Artes, Portugal

Event organisation

Event name
Type of event (Role)
Institution / Organization
2018 - Current General Chair PPSN XV – Fifteenth International Conference on Parallel Problem Solving from Nature, 8-12 September 2018, Coimbra, Portugal (2018 - 2018)
Conference (President of the Organising Committee)
2018 - 2018 Local Organization Member, CADGME 2018 – Conference on Digital Tools in Mathematics Education, 26-29 Junho 2018, Coimbra, Portugal (2018 - 2018)
Conference (Member of the Organising Committee)
2016 - 2016 General Chair Evostar 2016, 30 March- 1 Abril 2016, Porto, Portugal (2016 - 2016)
Conference (President of the Organising Committee)
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)
Conference (Co-organisor)
2015 - 2015 Co-Chair EurpGP’2015 – 18th European Conference on Genetic Programming, Copenhaga, Dinamarca, April 8-10, 2015 (2015)
Conference (Co-organisor)
2015 - 2015 Event Chair and Organization Chair of EPIA’2015 – 17th Portuguese Conference on Artificial Intelligence, Coimbra, Portugal, September 8-11, 2015. (2015 - 2015)
Conference (President of the Organising Committee)
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)
Conference (President of the Organising Committee)
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)
Conference (Co-organisor)
2015 - 2015 PROSECCO code-camp on Computational Creativity, Coimbra, Portugal, 12 a 15 Janeiro, 2015 (2015)
Symposium (Co-organisor)
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)
Conference (Co-organisor)
2012 - 2012 Evostar 2012, Malaga, Espanha, 11-13 Abril, 201 (2012)
Conference (Co-organisor)
2012 - 2012 Co-Chair evoMUSART’2012 – First European Conference on Evolutionary and Biologically Inspired Art and Music, Malaga, Espanha, 11-13 Abril, 2012. (2012)
Conference (Co-organisor)
2012 - 2012 Evolutionary Art Competition da Genetic and Evolutionary Computation Conference, 2012. (2012)
Exhibition (Co-organisor)
2011 - 2011 BRIDGES 2011, Coimbra, Portugal, 27-31 July, 2011 (2011)
Conference (President of the Organising Committee)
2011 - 2011 Evolutionary Art Competition da Genetic and Evolutionary Computation Conference, 2011 (2011 - 2011)
Exhibition (Co-organisor)
2011 - 2011 Evostar 2011, Torino, Italia, 27-29 April, 2011 (2011 - 2011)
Conference (Co-organisor)
2010 - 2010 8th European Workshop on Evolutionary Art and Music. Integrada na EvoStar 2010 (2010 - 2010)
Conference (Co-organisor)
2009 - 2009 7th European Workshop on Evolutionary Art and Music. Integrada na EvoStar 2009 Tu¨bingen, Germany, 15 a 17 April, 2009 (2009)
Conference (Co-organisor)
2007 - 2007 5th European Workshop on Evolutionary Art and Music. Integrada na European Conference on Genetic Programming, Budapest, Hungria (2007 - 2007)
Conference (Co-organisor)
2006 - 2006 Special Track AI in Music and Art (AIMA’2006), 19th International FLAIRS Conference, Melburne, Florida, 11 - 13 de May, 2006. (2006 - 2006)
Workshop (Co-organisor)
2006 - 2006 European Workshop on Evolutionary Art and Music. Part of EvoStar, Valencia, Espanha, 10 a 12 April, 2006 (2006 - 2006)
Conference (Co-organisor)
2005 - 2005 Special Track AI in Music and Art (AIMA’2005), 18th International FLAIRS Conference, Clearwater Beach, Florida, 16-18 May, 2005. (2005 - 2005)
Workshop (Co-organisor)
2005 - 2005 3rd European Workshop on Evolutionary Art and Music part of European Conference on Genetic Programming, Lausanne, Switzerland, 2005 (2005 - 2005)
Conference (Co-organisor)
2004 - 2004 European Workshop on Evolutionary Art and Music, European Conference on Genetic Programming, Coimbra, Portugal, 5 - 7 April, 2004 (2004 - 2004)
Conference (Co-organisor)
1997 - 1997 Encontro Portugue^s de Intelige^ncia Artificial, EPIA’97, Portugal, Coimbra. (1997 - 1997)
Conference

Event participation

Activity description
Type of event
Event name
Institution / Organization
2014 - Current Workshop The Future of ICT for Creativity and Creative Industries, Comissa~o Europeia, Luxemburgo 26-27 de Marc¸o 2014
2014 - Current COST TU1102, “Towards Autonomic Road Transport Support Systems”

Association member

Society Organization name Role
2017 - Current SPECIES — the Society for the Promotion of Evolutionary Computation in Europe and its Surroundings Executive Board Member
2014 - Current SPECIES — the Society for the Promotion of Evolutionary Com- putation in Europe and its Surroundings Member
2014 - Current The Association for Computational Creativity
2013 - Current ACM SIGGRAPH Digital Arts Community Member
1996 - Current 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”

Committee member

Activity description
Role
Institution / Organization
2014 - Current Steering Committee of EvoMUSART - International Conference on Computational Intelligence in Music, Sound, Art and Design
2013 - Current Steering Committee EuroGP - European Conference on Genetic Programming
2011 - 2018 IEEE Emerging Technologies Technical Committee, Task Force on Creative Intelligence
Member

Conference scientific committee

Conference name Conference host
2017 - Current IJCCI - International Joint Conference on Computational Intelligence
2016 - Current ICCC - International Conference on Computational Creativity
2015 - Current ISEA - International Symposium on Electronic Art
2014 - Current EvoCOP - European Conference on Evolutionary Computation in Combinatorial Optimisation
2014 - Current evoApplications - European Conference on the Applications of Evolutionary Computation
2013 - Current xCoAx - Conference on Computation, Communication, Aesthetics and X
2011 - Current ALEA / EPIA - Thematic Track on Artificial Life and Evolutionary Algorithms / Portuguese Conference on Artificial Intelligence
2011 - Current BRIDGES - Mathematics, Art, Music, Architecture, Education, Culture
2010 - Current evoMUSART - International Conference on Computational Intelligence in Music, Sound, Art and Design
2010 - Current CEC - IEEE Congress on Evolutionary Computation
2008 - Current ARTECH - International Conference on Digital Arts
2007 - Current Genetic and Evolutionary Computation Conference (Genetic Programming and/or Digital Entertainment Technologies and Arts Track)
2004 - Current 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)

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2010 - 2011 Criatividade Computacional (Doutoramento) ISCTE-Instituto Universitário de Lisboa, Portugal

Journal scientific committee

Journal title (ISSN) Publisher
2016 - Current Progress in Artificial Intelligence (2192-6360) Springer-Verlag
2012 - Current Genetic Programming and Evolvable Machines (1573-7632) Springer-Verlag
2006 - Current 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
Distinctions

Award

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

Other distinction

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