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Pedro Mariano has a 5 year degree in Informatics Engineering obtained in 1997 at FCT/UNL. He obtained a MSc degree at FCT/UNL in 2000 and a PhD degree at FCUL in 2006. From 2004 to 2016 he was a practicing assistant and teaching assistant in DETI/UA and in DI/FCUL where he has taught courses on Artificial Intelligence, Automata Theory, Computer Graphics, Data Bases, Distributed Systems, Knowledge Representation, Operating Systems, and Programming. He is currently an integrated researcher at ISTAR a research group at ISCTE. He has participated in the portugues projects ExpoLIS, INTERPHENO, MarCODE, and OPTOX, and in the european project ASSISIbf. He has been member of program committees of conferences in the area of Artificial Intelligence. He has been part of organising committees of conferences and portuguese programming contents. He has supervised one PhD student and ten MSc students. His research interests are focused in the evolution of cooperation using the Give-Take game, in developing agents capable of playing multi-player games such as Diplomacy, in applying machine learning techniques to generic game playing and high throughput phenotyping, in modelling biological behaviour, and in evolutionary robotics.
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Identification

Personal identification

Full name
Pedro Lopes da Silva Mariano

Citation names

  • Mariano, Pedro

Author identifiers

Ciência ID
1A1B-5EA2-E7E5
ORCID iD
0000-0003-3813-1009

Knowledge fields

  • Exact Sciences - Computer and Information Sciences
  • Social Sciences - Sociology
  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2006
Concluded
 Engenharia Informática (Doutoramento)
Universidade de Lisboa Faculdade de Ciências, Portugal
"Controlo Distribuído de Agentes Não-Cooperantes - Exploradores e Traidores" (THESIS/DISSERTATION)
 Distinção e Louvor
2000
Concluded
 Mestrado em Inteligência Artificial Aplicada (Mestrado)
Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia, Portugal
"Evolução Genética de Pilotagem de Veículos Autónomos" (THESIS/DISSERTATION)
 16
1997
Concluded
 Licenciatura em Engenharia Informática (Licenciatura)
Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia, Portugal
"Optimização de um Controlador através de Algoritmo Genético" (THESIS/DISSERTATION)
 15
Affiliation

Science

Category
Host institution 		Employer
2021/11/01 - Current Researcher (Research) ISCTE-Instituto Universitário de Lisboa, Portugal
ISCTE-Instituto Universitário de Lisboa, Portugal
2019/02/01 - 2021/07/31 Contracted Researcher (Research) Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
ISCTE-Instituto Universitário de Lisboa Escola de Tecnologias e Arquitectura, Portugal
2015 - 2018 Auxiliary Researcher (Research) Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal
2015/09/12 - 2016/09/12 Invited Auxiliary Researcher (Research) Universidade de Lisboa Faculdade de Ciências, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2010/09/12 - 2015/09/11 Invited Assistant Professor (University Teacher) Universidade de Lisboa Faculdade de Ciências, Portugal
2007 - 2010 Invited Assistant Professor (University Teacher) Universidade de Aveiro Instituto de Engenharia Eletrónica e Informática de Aveiro, Portugal
2004/09/12 - 2007/09/14 Invited Assistant (University Teacher) Universidade de Aveiro, Portugal

Others

Category
Host institution 		Employer
1998/01/01 - 1999/12/31 Programmer empresa data E , Portugal
1997/08/01 - 1997/12/31 System analyst data E, Portugal
Projects

Grant

Designation Funders
2000/05 - 2003/04 EEII - Ecology and Evolution of Interacting Infohabitants
IST-1999-10304
Other
Universidade Nova de Lisboa Departamento de Informática, Portugal
 European Union
Concluded

Contract

Designation Funders
2020/07/01 - 2023/06/30 MarCODE - Desenvolvimento e Aplicação de Ferramentas Bioquímicas de Rastreamento de Produtos Comerciais Marinhos
MAR-01.03.01-FEAMP-0047
Researcher
Faculdade de Ciências da Universidade de Lisboa, Portugal

Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal

Instituto Português do Mar e da Atmosfera, Portugal

Docapesca, Portugal
Ongoing
2019/02/01 - 2022/08/31 Assessment of Human Exposure to Air Pollution to Change the Way People Move in Cities
LISBOA-01-0145-FEDER-032088
Post-doc
ISCTE-Instituto Universitário de Lisboa, Portugal

Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
Ongoing
2016/09 - 2018/08 ASSISIbf - Animal and Robot Societies Self-organise and Integrate by Social Interaction
601074
Research Fellow
Universidade de Lisboa Faculdade de Ciências, Portugal
 European Union
Concluded
2011/01/01 - 2013/12/31 Projecto Estratégico - UI 127 - 2011-2012
PEst-C/EEI/UI0127/2011
Universidade de Aveiro, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded

Other

Designation Funders
2018/09 - 2022/08/31 INTERPHENO - Fostering High Throughput Plant Phenotyping by an Interdisciplinary Approach
PTDC/ASP-PLA/28726/2017
Principal investigator
Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2018/11 - 2020/01/31 OPTOX - Development and validation of bio-optical ecotoxicological tests in marine phototrophs
PTDC/CTA-AMB/30056/2017
Researcher
Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2016/01 - 2016/12 OPTIGRAPE - Optical Techniques For The Automatic Identification Of Fungal Infection-Resistant Grapevine Cultivars
.
Principal investigator
Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas, Portugal
 Universidade de Lisboa Instituto de Biossistemas e Ciências Integrativas
Concluded
Outputs

Publications

Book
  1. Mariano, P.; Correia, L.. Partner selection delays extinction in cooperative and coordination dilemmas. 2015.
    10.1007/978-3-319-14627-0_7
  2. Gomes, J.; Mariano, P.; Christensen, A.L.. Novelty search in competitive coevolution. 2014.
  3. Mariano, P.; Correia, L.; Grilo, C.. Selection of cooperative partners in n-player games. 2011.
    10.1007/978-3-642-21283-3_60
  4. Ribeiro, J.; Mariano, P.; Seabra Lopes, L.. DarkBlade: A program that plays diplomacy. 2009.
    10.1007/978-3-642-04686-5_40
  5. Mariano, Pedro. Progress in Artificial Intelligence. Springer-Verlag. 2009.
    10.1007/978-3-642-04686-5
  6. Mariano, P.; Correia, L.. A resource sharing model to study social behaviours. 2003.
Conference paper
  1. Mariano, Pedro; Almeida, Susana; Almeida, Alexandre; Correia, Carolina; Martins, Vânia; Moura, José; Brandão, Tomás; Santana, Pedro. "An Information System for Air Quality Monitoring using Mobile Sensor Networks". Paper presented in Proceedings of the 19th International Conference on Informatics in Control, Automation and Robotics, 2022.
    Accepted • 10.5220/0011320400003271
  2. Vital, D.; Mariano, P.; Susana Marta Almeida; Santana, P.. "A Graphical Tool for Eliciting Knowledge of Air Pollution Sources". Paper presented in International Conference on Graphics and Interaction (ICGI), --, 2021.
    Published
  3. Mariano, Pedro. "An Affordable Vehicle-Mounted Sensing Solution for Mobile Air Quality Monitoring". 2020.
    10.23919/SpliTech49282.2020.9243697
  4. Mariano, Pedro. "Pollution Prediction Model Using Data Collected by a Mobile Sensor Network". 2020.
    10.23919/SpliTech49282.2020.9243844
  5. Mariano, Pedro; Salem, Ziad; Mills, Rob; Schönwetter-Fuchs-Schistek, Stefan; Correia, Luís; Schmickl, Thomas. "Evolving robot controllers for a bio-hybrid system". 2018.
    10.1162/isal_a_00036
  6. Gomes, J.; Mariano, P.; Christensen, A.L.. "Cooperative coevolution of partially heterogeneous multiagent systems". 2015.
  7. Gomes, J.; Mariano, P.; Christensen, A. L.. "Hyb-CCEA: Cooperative Coevolution of Hybrid Teams". Paper presented in Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and Evolutionary Computation, 2015.
    Published • 10.1145/2739482.2768495
  8. Gomes, J.; Mariano, P.; Christensen, A. L.. "Cooperative coevolution of morphologically heterogeneous robots". Paper presented in ECAL 2015: the 13th European Conference on Artificial Life, York, 2015.
    Published • 10.1162/978-0-262-33027-5-ch059
  9. Gomes, J.; Mariano, P.; Christensen, A. L.. "Cooperative coevolution of partially heterogeneous multiagent systems". Paper presented in Proceedings of the 14th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2015), 2015.
    Published
  10. Mills, Rob; Zahadat, Payam; Silva, Fernando; Mlikic, Damjan; Mariano, Pedro; Schmickl, Thomas; Correia, Luís. "Coordination of collective behaviours in spatially separated agents". 2015.
  11. Gomes, J.; Mariano, P.; Christensen, A.L.. "Avoiding convergence in cooperative coevolution with novelty search". 2014.
  12. Mariano, P.; Nunes, D.; Correia, L.. "A comparison of public and private partner selection models in the Battle of Sexes game". 2014.
    10.1109/ICoCS.2014.7060989
  13. Gomes, J.; Mariano, P.; Christensen, A.L.. "Novelty search in competitive coevolution". Paper presented in Parallel Problem Solving from Nature - PPSN XIII, 2014.
    Published • 10.1007/978-3-319-10762-2_23
  14. Mariano, Pedro. "Population Dynamics of Centipede Game using an Energy Based Evolutionary Algorithm". 2013.
    10.7551/978-0-262-31709-2-ch168
  15. Mariano, P.; Correia, L.. "Evolution of Partner Selection". Paper presented in Advances in Artificial Life, ECAL 2011: Proceedings of the Eleventh European Conference on the Synthesis and Simulation of Living Systems, 2011.
    Published
  16. Mariano, P.; Correia, L.. "Partner classification in partner selection". Paper presented in Proceedings of the 15th Portuguese Conference on Artificial Intelligence, 2011.
    Published
  17. Mariano, P.; Correia, L.. "Partner selection: Finding the right combination of players". 2010.
  18. Mariano, P.; Correia, L; Grilo, C. "How to Build the Network of Contacts". Paper presented in New Trends in Artificial Intelligence, 2009.
    Published
  19. Mariano, Pedro; Correia, Luís; Grilo, Carlos Fernando Almeida. "How to Build the Network of Contacts - Selecting the Cooperative Partners". Paper presented in Proceedings of the 14th Portuguese Conference on Artificial Intelligence, EPIA 2009, Aveiro, 2009.
    Published
  20. Simões-Marques, M.; Mariano, P.; Ribeiro, R.; Correia, L.; Chli, M.; De Wilde, P.; Abramov, V.; Goosenaerts, J.. "Contributions to adaptable agent societies". 2003.
    10.1109/ETFA.2003.1248721
  21. Mariano, P.; Marques, M.; Correia, L.; Ribeiro, R.; Abramov, V.; Goosenaerts, J.; Chli, M.; De Wilde, P.. "A model for agent mobility and interaction". 2003.
    10.1109/ETFA.2003.1248685
  22. De Wilde, P.; Chli, M.; Correia, L.; Ribeiro, R.; Mariano, P.; Abramov, V.; Goossenaerts, J.. "Adapting populations of agents". 2003.
  23. Chli, M.; De Wilde, P.; Goossenaerts, J.; Abramov, V.; Szirbik, N.; Correia, L.; Mariano, P.; Ribeiro, R.. "Stability of multi-agent systems". 2003.
  24. Mariano, P.; Pereira, A.; Correia, L.; Ribeiro, R.; Abramov, V.; Szirbik, N.; Goossenaerts, J.; Marwala, T.; De Wilde, P.. "Simulation of a trading multi-agent system". 2001.
  25. Vladimir Abramov; Nick Szirbik; Jan Goossenaerts; Tshilidzi Marwala; Philippe De Wilde; Luís Correia; Mariano, P.; Rita Ribeiro. "Ontological basis for open distributed multi-agent system". Paper presented in Proceedings of the AISB'01 Symposium on Adaptive Agents and Multi-agent Systems, 2001.
    Published
Conference poster
  1. Mariano, P.; Correia, L.. "The Effect of Agreements in a Game with Multiple Strategies for Cooperation". Paper presented in Artificial Life VIII: Proceedings of the Eighth International Conference on Artificial Life, 2002.
Journal article
  1. Carolina Correia; Vânia Martins; Bernardo Matroca; Pedro Santana; Pedro Mariano; Alexandre Almeida; Susana Marta Almeida. "A Low-Cost Sensor System Installed in Buses to Monitor Air Quality in Cities". International Journal of Environmental Research and Public Health (2023): https://doi.org/10.3390/ijerph20054073.
    10.3390/ijerph20054073
  2. Nuno M. Rodrigues; João E. Batista; Pedro Mariano; Vanessa Fonseca; Bernardo Duarte; Sara Silva. "Artificial Intelligence Meets Marine Ecotoxicology: Applying Deep Learning to Bio-Optical Data from Marine Diatoms Exposed to Legacy and Emerging Contaminants". Biology (2021): https://doi.org/10.3390/biology10090932.
    10.3390/biology10090932
  3. Pedro Santana; Alexandre Almeida; Pedro Mariano; Carolina Correia; Vânia Martins; Susana Marta Almeida. "Air quality mapping and visualisation: An affordable solution based on a vehicle-mounted sensor network". Journal of Cleaner Production 315 (2021): 128194-128194. https://doi.org/10.1016/j.jclepro.2021.128194.
    10.1016/j.jclepro.2021.128194
  4. Pedro Mariano; Susana Marta Almeida; Pedro Santana. "On the automated learning of air pollution prediction models from data collected by mobile sensor networks". Energy Sources, Part A: Recovery, Utilization, and Environmental Effects (2021): https://doi.org/10.1080/15567036.2021.1968076.
    10.1080/15567036.2021.1968076
  5. Ana Barradas; Pedro M.P. Correia; Sara Silva; Pedro Mariano; Margarida Calejo Pires; Ana Rita Matos; Anabela Bernardes da Silva; Jorge Marques da Silva. "Comparing Machine Learning Methods for Classifying Plant Drought Stress from Leaf Reflectance Spectra in Arabidopsis thaliana". Applied Sciences 11 14 (2021): 6392-6392. https://doi.org/10.3390/app11146392.
    10.3390/app11146392
  6. Teles, Bruno; Mariano, Pedro; Santana, Pedro. "Game-Like 3D Visualisation of Air Quality Data". Multimodal Technologies and Interaction 4 3 (2020): 54. http://dx.doi.org/10.3390/mti4030054.
    10.3390/mti4030054
  7. J. Marques da Silva; Figueiredo, A; Cunha; José Eiras Dias; Sara Silva; Leonardo Vanneschi; Pedro Mariano. "Using Rapid Chlorophyll Fluorescence Transients to Classify Vitis Genotypes". Plants (2020): https://www.mdpi.com/2223-7747/9/2/174.
    10.3390/plants9020174
  8. Mariano, Pedro. "Challenges in cooperative coevolution of physically heterogeneous robot teams". Natural Computing (2019): http://dx.doi.org/10.1007/s11047-016-9582-1.
    10.1007/s11047-016-9582-1
  9. Mariano, Pedro. "Dynamic Team Heterogeneity in Cooperative Coevolutionary Algorithms". IEEE Transactions on Evolutionary Computation (2018): http://dx.doi.org/10.1109/tevc.2017.2779840.
    10.1109/tevc.2017.2779840
  10. Mariano, Pedro. "Novelty-Driven Cooperative Coevolution". Evolutionary Computation (2017): http://dx.doi.org/10.1162/evco_a_00173.
    10.1162/evco_a_00173
  11. Mariano, Pedro. "The Give and Take Game: Analysis of a Resource Sharing Game". International Journal of Applied Mathematics and Computer Science (2015): http://dx.doi.org/10.1515/amcs-2015-0054.
    10.1515/amcs-2015-0054
  12. Mariano, Pedro. "Public and Private Partner Selection in Battle of Sexes". International Journal of Adaptive, Resilient and Autonomic Systems (2015): http://dx.doi.org/10.4018/ijaras.2015070103.
    10.4018/ijaras.2015070103
  13. Mariano, P.; Correia, L.. "Partner selection using reputation information in n-player cooperative games". Journal of Telecommunications and Information Technology 2014 4 (2014): 53-60. http://www.scopus.com/inward/record.url?eid=2-s2.0-84920374206&partnerID=MN8TOARS.

Other

Other output
  1. Drugs, diatoms and artificial intelligence: new ways to evaluate toxicity. Presented at CHEERS, "Global changes in estuarine and coastal systems: innovative approaches and assessment tools". 2019. Duarte, B.; Feijão, E.; Cruz de Carvalho, R.; Marques da Silva, J.; Matos, A.R.; Cabrita, M.T.; Rosa, R.; et al. https://cheers2019.sciencesconf.org.
  2. ExpoLIS – An air quality exposure sensing system aiming to change the way people move in cities. In Proceedings of the 2019 7th Iberian Meeting on Aerosol Science and Technology. 2019. Correia, C.; Martins, V.; Santana, P.; Mariano, P.; Almeida, A.; Baptista, P.; Almeida, S.M..
  3. Plant-pathogen interaction in modern agriculture: grapevine as a case study. Poster presented at the 4th Annual Conference -- Foster Innovation through Resilient and Efficient Agro Food \& Forestry Systems -- redeAGRO. 2017. Figueiredo, A.; Maia, M.; Nascimento, R.; Laureano, G.; Figueiredo, J.; Silva, C.; Matos, A. R.; et al.
  4. Using the chlorophyll fluorescence signal and machine learning techniques to automatically identify Quercus species: preliminary results. 3rd general meeting of the EU Cost Action FA1306 - The quest for tolerant varieties: phenotyping at plant and cellular level. 2017. T. O. Cruz; C. Macedo; J. N. Silva; Mariano, P.; Jorge Marques da Silva.
  5. Preliminary results on the use of chlorophyll fluorescence and artificial intelligence techniques to automatically characterize plant water status. XIII Simposio Hispano-Portugués de Relaciones Hídricas en las Plantas. 2016. Gameiro, C.; Pereira, S.; Figueiredo, A.; Bernardes da Silva, A.; Matos, A. R.; Pires, M. C.; Teubig, P.; et al.
  6. Diversity-based Coevolution of Behaviourally Heterogeneous Multirobot Systems. Workshop on Nature-inspired Techniques for Robotics at PPSN. 2014. Gomes, J.; Mariano, P.; Christensen, A. L..
  7. Systematic derivation of behaviour characterisations in evolutionary robotics. International Conference on the Synthesis and Simulation of Living Systems (ALife). 2014. Gomes, J.; Mariano, P.; Christensen, A. L..
  8. A Private Reputation Mechanism for n-Player Games. Lecture Notes in Computer Science. 2012. Mariano, Pedro.
    10.1007/978-3-642-34654-5_44
  9. A Resource Sharing Model to Study Social Behaviours. Lecture Notes in Computer Science. 2003. Mariano, Pedro.
    10.1007/978-3-540-24580-3_16
  10. Adapting Populations of Agents. Lecture Notes in Computer Science. 2003. Wilde, Philippe; Chli, Maria; Correia, L.; Ribeiro, R.; Mariano, P.; Abramov, V.; Goossenaerts, J.. http://dx.doi.org/10.1007/3-540-44826-8_7.
    10.1007/3-540-44826-8_7
  11. A Game to Study Coordination and Cooperation. 5th Workshop on Deception, Fraud and Trust in Agent Societies. 2002. Mariano, P.; Correia, L..
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2021 - Current Criação de Mapas de Poluição em Formato de Jogo para Educação Ambiental
Co-supervisor
ISCTE-Instituto Universitário de Lisboa, Portugal
2020/12/09 - 2021/11 Consciencialização ambiental de crianças através de jogos sérios
Co-supervisor of Tiago Manuel Barreto Relvas
ISCTE-Instituto Universitário de Lisboa, Portugal
2020/01/21 - 2020/12/17 Ferramenta interativa de mapeamento de poluição do ar para peritos
Co-supervisor of Duarte Vaz Correia Vital
ISCTE-Instituto Universitário de Lisboa, Portugal
2016/11/03 - 2018/11/29 Gerador Automático de Cenários para Jogos Genéricos
Co-supervisor of Ana Rita Ruivo dos Santos
ISCTE-Instituto Universitário de Lisboa, Portugal
2013 - 2017 Evolution of Heterogeneous Multirobot Systems Through Behavioural Diversity
Co-supervisor
2015 - 2016 Desenvolvimento de páginas web dinâmicas: Ensino e aprendizagem com recurso a um jogo
Co-supervisor
Faculdade de Psicologia da Universidade de Lisboa, Portugal
2014 - 2015 Firewalls Next Generation
Co-supervisor
Faculdade de Ciências da Universidade de Lisboa, Portugal
2013 - 2014 Solução Middleware para Integração com Sistema Legacy
Co-supervisor
Faculdade de Ciências da Universidade de Lisboa, Portugal
2013 - 2014 Estratégia de Ensino Project Based Learning no desenvolvimento de aplicações Web no Curso Profissional Técnico de Gestão de Programação de Sistemas Informáticos
Co-supervisor
Faculdade de Psicologia da Universidade de Lisboa, Portugal
2012 - 2013 Implementação de Soluções de Business Process Management no Sector Bancário e Segurador
Co-supervisor
Faculdade de Ciências da Universidade de Lisboa, Portugal
2010 - 2011 Diplomacy - Tomada de Decisão Baseada numa Base de Dados de Movimento
Supervisor
Universidade de Aveiro, Portugal
2009 - 2010 Diplomacy – Base de Dados de Movimentos para Controlar Províncias
Supervisor
Universidade de Aveiro, Portugal
2007 - 2008 Darkblade - Um agente de inteligência artificial para Diplomacy
Supervisor
Universidade de Aveiro, Portugal
Distinctions

Other distinction

2013 Nominated for Best Paper Generic Behaviour Similarity Measures for Evolutionary Swarm Robotics