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My name is Pedro Alexandre Simões dos Santos and I have a Ph.D. in Mathematics from the Technische Universität Chemnitz, having obtained Agregação em Matemática by the Universidade de Lisboa in 2018. I am Associate Professor at both the Mathematics and the Computer Science Department of Instituto Superior Técnico, and Senior Researcher at Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa (INESC-ID). My main academic interests are in Functional Analysis, Artificial Intelligence, and Game Design, having focused in the last years on Machine Learning and its applications to several domains. Those domains include decision-making, the creation of socially intelligent agents, and the Legislative domain, where I am exploring advanced Neuro-symbolic techniques. I was a researcher in the H2020 project RAGE (2015-2019), which researched and developed technology for applied games, and was a partner in the Erasmus+ project MoMaTrE (2018-2020), developing a system for Mathematical Trails directed Middle and High school Math students. Currently I am PI for project SLICE (2017-2022), where we are developing neuro-symbolic techniques for explainable and Transparent AI agents. I am also part of the core team of Project Law-NLP (2020-2022), a partnership with Impresa Nacional Casa da Moeda (INCM) which aims to develop a semantic search system for legislation. I have co-authored 3 books and have 80 publications and 190 citations registered on Publons, 23 publications and 114 citations on MathSciNet, and more than 700 citations and H-Index 15 on Google Scholar. I have also mentored two Ph.D. students and more than 50 MSc Students into the successful conclusion of their Thesis, and I am currently mentoring 3 Ph.D. students and around 10 MSc Students.
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Identificação

Identificação pessoal

Nome completo
Pedro Alexandre Simões dos Santos

Nomes de citação

  • Santos, Pedro
  • Santos, Pedro A.

Identificadores de autor

Ciência ID
4B1A-8583-BB76
ORCID iD
0000-0002-1369-0085
Google Scholar ID
https://scholar.google.se/citations?user=G-KLR4MAAAAJ&hl=en
Researcher Id
C-6773-2011

Domínios de atuação

  • Ciências Exatas - Matemática
  • Ciências Exatas - Ciências da Computação e da Informação
Formação
Grau Classificação
2018/03/02
Concluído
 Agregação em Matemática (Título de Agregado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"More then 40 years of algebraic techniques in Numerical Analysis" (TESE/DISSERTAÇÃO)
 n/a
1998
Concluído
 Doktor rerum naturalium (Doktor (PhD))
Technische Universität Chemnitz, Alemanha
"Approximation methods for convolution operators " (TESE/DISSERTAÇÃO)
 Magna cum Laude
1994
Concluído
 Mestrado em Matemática Aplicada (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Operadores de Wiener-Hopf com pré-símbolos em PC_p^{n x n} e aplicações" (TESE/DISSERTAÇÃO)
 Muito Bom
1991
Concluído
 Matemática Aplicada e Computação (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"A diffraction problem of Somerfeld type with second-order boundry conditions" (TESE/DISSERTAÇÃO)
 17
Percurso profissional

Ciência

Categoria Profissional
Instituição de acolhimento 		Empregador
2011 - Atual Investigador (Investigação) Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
2006 - 2016 Investigador (Investigação) Centro de Análise Funcional Estruturas Lineares e Aplicações, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal

Docência no Ensino Superior

Categoria Profissional
Instituição de acolhimento 		Empregador
2021/07/14 - Atual Professor Associado (Docente Universitário) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
1998/05/31 - 2021/07/13 Professor Auxiliar (Docente Universitário) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
Projetos

Projeto

Designação Financiadores
2020/05/01 - Atual Law-NLP
n/a
Investigador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Imprensa Nacional-Casa da Moeda SA
Em curso
2018/10/01 - 2022/09/30 SLICE - Social Learning for Intelligent Characters
PTDC/CCI-COM/30787/2017
Investigador responsável
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
 Fundação para a Ciência e a Tecnologia
Em curso
2017/09/01 - 2020/08/31 MoMaTrE – Mobile Math Trails In Europe
Erasmus+ Programme, Key Action 2 : 2017-1-DE01-KA203-003577
Investigador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Em curso
2015/02/01 - 2019/01/31 RAGE - Realising an Applied Gaming Ecosystem
H2020 ICT-21-2014: 644187
Investigador
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Concluído
Produções

Publicações

Artigo em conferência
  1. "EEG Model: Emotional Episode Generation for Social Sharing of Emotions". 2021.
    10.1145/3472306.3478342
  2. Diogo Filipe Sousa Carvalho (CE15-77B3-1816); Ana Antunes; Joana Campos; Manuel Guimarães; https://www.cienciavitae.pt//pt/541C-36A9-F1A0; Santos, Pedro A.. "CHARET: Character-centered Approach to Emotion Tracking in Stories". Trabalho apresentado em AAMAS, 2021.
  3. Diogo Filipe Sousa Carvalho (CE15-77B3-1816); Francisco S. Melo; Santos, Pedro A.. "A new convergent variant of Q-learning with linear function approximation". Trabalho apresentado em NeurIPS 2020: Thirty-fourth Conference on Neural Information Processing Systems, 2020.
    Publicado
  4. Farinha, M.T.; Pequito, S.; Santos, P.A.; Figueiredo, M.A.T.. "Equilibrium propagation for complete directed neural networks". Trabalho apresentado em ESANN 2020 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2020.
    Publicado
  5. Guimarães, M.; Prada, R.; Santos, P.A.; Dias, J.; Jhala, A.; Mascarenhas, S.. "The Impact of Virtual Reality in the Social Presence of a Virtual Agent". 2020.
    10.1145/3383652.3423879
  6. Hashemian, M.; Mascarenhas, S.; Couto, M.; Paiva, A.; Santos, P.A.; Prada, R.. "The application of social power in persuasive social robots". 2020.
    10.1145/3371382.3377447
  7. Costa, D.; Soares, J.; Santos, P.A.. "Rich and Poor: Simulating Social Policies to Build a Fairer Society". 2020.
    10.1007/978-3-030-34127-5_11
  8. Hashemian, M.; Couto, M.; Mascarenhas, S.; Paiva, A.; Santos, P.A.; Prada, R.. "Persuasive social robots using reward/coercion strategies". 2020.
    10.1145/3371382.3378373
  9. Hashemian, M.; Couto, M.; Mascarenhas, S.; Paiva, A.; Santos, P.A.; Prada, R.. "Investigating Reward/Punishment Strategies in the Persuasiveness of Social Robots". 2020.
    10.1109/RO-MAN47096.2020.9223608
  10. Guimarães, M.; Mascarenhas, S.; Prada, R.; Santos, P.A.; Dias, J.. "An accessible toolkit for the creation of socio-emotional agents". 2019.
  11. Hashemian, M.; Paiva, A.; Mascarenhas, S.; Santos, P.A.; Prada, R.. "The Power to Persuade: a study of Social Power in Human-Robot Interaction". 2019.
    10.1109/RO-MAN46459.2019.8956298
  12. Morais, L.; Dias, J.; Santos, P.A.. "From caveman to gentleman: A CiF-based social interaction model applied to conan exiles". 2019.
    10.1145/3337722.3337746
  13. Hashemian, M.; Prada, R.; Santos, P.A.; Dias, J.; Mascarenhas, S.. "Inferring Emotions from Touching Patterns". 2019.
    10.1109/ACII.2019.8925505
  14. Oliveira, M.; Santos, P.A.. "A model for socially intelligent merchants". 2019.
    10.1145/3337722.3337729
  15. Hashemian, M.; Paiva, A.; Mascarenhas, S.; Santos, P.A.; Prada, R.. "Social power in human-robot interaction: Towards more persuasive robots". 2019.
  16. Hashemian, M.; Santos, P.A.; Prada, R.; Mascarenhas, S.. "Enhancing Social Believability of Virtual Agents using Social Power Dynamics". 2018.
    10.1145/3267851.3267902
  17. Mascarenhas, S.; Guimaraes, M.; Prada, R.; Dias, J.; Santos, P.A.; Star, K.; Hirsh, B.; Spice, E.; Kommeren, R.. "A Virtual Agent Toolkit for Serious Games Developers". 2018.
    10.1109/CIG.2018.8490399
  18. Andre Santos; Pedro A. Santos; Francisco S. Melo; Santos, Pedro. "Monte Carlo tree search experiments in hearthstone". 2017.
    10.1109/cig.2017.8080446
  19. Santos, Pedro. "CiF-CK: An architecture for social NPCS in commercial games". 2017.
    10.1109/CIG.2017.8080425
  20. Guimaraes, M.; Santos, P.; Jhala, A.. "Prom week meets skyrim: Developing a social agent architecture in a commercial game". 2017.
  21. Pereira, G.; Prada, R.; Santos, P.A.. "Exploring social power intelligent behavior". 2015.
  22. Pereira, G.; Prada, R.; Santos, P.A.. "Towards social power intelligent agents". 2015.
  23. Baptista, M.; Damas, H.; Dimas, J.; Raimundo, G.; Prada, R.; Martinho, C.; Santos, P.A.; Peña, J.. "A serious game based on a public goods experiment". 2013.
    10.1109/SocialCom.2013.116
  24. Pereira, G.; Prada, R.; Santos, P.A.. "Bases of social power for agents". 2013.
Artigo em revista
  1. Westera, W.; Prada, R.; Mascarenhas, S.; Santos, P.A.; Dias, J.; Guimarães, M.; Georgiadis, K.; et al. "Artificial intelligence moving serious gaming: Presenting reusable game AI components". Education and Information Technologies 25 1 (2020): 351-380. http://www.scopus.com/inward/record.url?eid=2-s2.0-85069895570&partnerID=MN8TOARS.
    10.1007/s10639-019-09968-2
  2. Jorge Peña; Jannath Ghaznavi; Nicholas Brody; Rui Prada; Carlos Martinho; Santos, Pedro; Hugo Damas; Joana Dimas. "Effects of Human vs. Computer-Controlled Characters and Social Identity Cues on Enjoyment". Journal of Media Psychology (2017):
    10.1027/1864-1105/a000218
  3. Mascarenhas, Helena; Santos, Pedro; Seidel, Markus. "Approximation sequences to operators on Banach spaces: A rich approach". Journal of the London Mathematical Society 96 1 (2017): 86-110. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85026881150&doi=10.1112%2fjlms.12052&partnerID=40&md5=c580de31bb67b962e7994c7ff3d699cf.
    10.1112/jlms.12052
  4. Pereira, Gonçalo; Prada, Rui; Santos, Pedro. "Integrating social power into the decision-making of cognitive agents". Artificial Intelligence 241 (2016): 1-44. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84987842786&doi=10.1016%2fj.artint.2016.08.003&partnerID=40&md5=ed87bc7ca371d7d9dc28ec851c4c881e.
    10.1016/j.artint.2016.08.003
  5. Mascarenhas, Helena; Santos, Pedro; Seidel, Markus. "Quasi-banded operators, convolutions with almost periodic or quasi-continuous data, and their approximations". Journal of Mathematical Analysis and Applications 418 2 (2014): 938-963. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84900527127&doi=10.1016%2fj.jmaa.2014.03.079&partnerID=40&md5=2cdd0015d57a7a4d3ae44cbdb20bdbe0.
    10.1016/j.jmaa.2014.03.079
  6. Roch, Steffen; Santos, Pedro. "Finite section approximations in an algebra of convolution, multiplication and flip operators on Lp(R)". Journal of Approximation Theory 186 (2014): 64-97. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84907361477&doi=10.1016%2fj.jat.2014.07.008&partnerID=40&md5=337ef360cd89dcf956f85581ab05f7c8.
    10.1016/j.jat.2014.07.008
  7. Baptista, Márcia; Martinho, Carlos; Lima, Francisco; Santos, Pedro. "A business simulation with an agent-based deliberative model of consumer behaviour". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 8605 (2014): 215-223. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84909592640&doi=10.1007%2f978-3-319-12157-4_17&partnerID=40&md5=4e9f8793d1db66138d5fc8b37550144b.
    10.1007/978-3-319-12157-4_17
  8. Baptista, M.; Martinho, C.R.; Lima, F.; Santos, P.A.; Prendinger, H.. "Improving learning in business simulations with an agent-based approach". JASSS 17 3 (2014): 08-08. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903717548&partnerID=MN8TOARS.
    10.18564/jasss.2516
  9. Pereira, G.; Prada, R.; Santos, P.A.. "Conceptualizing social power for agents". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 8108 LNAI (2013): 313-324. http://www.scopus.com/inward/record.url?eid=2-s2.0-84883416993&partnerID=MN8TOARS.
    10.1007/978-3-642-40415-3_28
  10. Roch, S.; Santos, P.A.. "Two points, one limit: Homogenization techniques for two-point local algebras". Journal of Mathematical Analysis and Applications 391 2 (2012): 552-566. http://www.scopus.com/inward/record.url?eid=2-s2.0-84858295951&partnerID=MN8TOARS.
    10.1016/j.jmaa.2012.02.054
  11. Pereira, G.; Dimas, J.; Prada, R.; Santos, P.A.; Paiva, A.. "A game prototype with emotional contagion". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 6975 LNCS PART 2 (2011): 315-316. http://www.scopus.com/inward/record.url?eid=2-s2.0-80054839101&partnerID=MN8TOARS.
    10.1007/978-3-642-24571-8_39
  12. Dimas, J.; Pereira, G.; Santos, P.A.; Prada, R.; Paiva, A.. ""I'm happy if you are happy." A model for emotional contagion in game characters". ACM International Conference Proceeding Series (2011): http://www.scopus.com/inward/record.url?eid=2-s2.0-84855398686&partnerID=MN8TOARS.
    10.1145/2071423.2071426
  13. Barata, A.; Santos, P.A.; Prada, R.. "AI for massive multiplayer online strategy games". Proceedings of the 7th AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, AIIDE 2011 (2011): 110-115. http://www.scopus.com/inward/record.url?eid=2-s2.0-84883079725&partnerID=MN8TOARS.
  14. Pereira, G.; Dimas, J.; Prada, R.; Santos, P.A.; Paiva, A.. "A generic emotional contagion computational model". Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 6974 LNCS PART 1 (2011): 256-266. http://www.scopus.com/inward/record.url?eid=2-s2.0-80054842906&partnerID=MN8TOARS.
    10.1007/978-3-642-24600-5_29
  15. Karlovich, AY; Mascarenhas, H; Santos, PA. "Finite Section Method for a Banach Algebra of Convolution Type Operators on L-p(R) with Symbols Generated by PC and SO (vol 37, pg 559, 2010)". Integral Equations and Operator Theory 69 3 (2011): 447-449.
    10.1007/s00020-010-1855-y
  16. Roch, S.; Santos, P.A.; Silbermann, B.. "A sequence algebra of finite sections, convolution, and multiplication operators on LP(R)". Numerical Functional Analysis and Optimization 31 1 (2010): 45-77. http://www.scopus.com/inward/record.url?eid=2-s2.0-77949510391&partnerID=MN8TOARS.
    10.1080/01630560903574977
  17. Karlovich, A.Y.; Mascarenhas, H.; Santos, P.A.. "Finite section method for a Banach algebra of convolution type operators on Lp(R) with symbols generated by PC and SO". Integral Equations and Operator Theory 67 4 (2010): 559-600. http://www.scopus.com/inward/record.url?eid=2-s2.0-77955100867&partnerID=MN8TOARS.
    10.1007/s00020-010-1784-9
  18. Pereira, G.; Santos, P.A.; Prada, R.. "Self-adapting dynamically generated maps for turn-based strategic multiplayer browser games". ACM International Conference Proceeding Series (2009): 353-356. http://www.scopus.com/inward/record.url?eid=2-s2.0-77749259092&partnerID=MN8TOARS.
    10.1145/1690388.1690457
  19. Santos, PA; Silbermann, B. "An Approximation Theory for Operators Generated by Shifts". Numerical Functional Analysis and Optimization 27 3-4 (2006): 451-484.
    10.1080/01630560600657281
  20. Karlovich, A.Yu.; Santos, P.A.. "On asymptotics of Toeplitz determinants with symbols of nonstandard smoothness". Journal of Fourier Analysis and Applications 11 1 (2005): 43-72. http://www.scopus.com/inward/record.url?eid=2-s2.0-13844276743&partnerID=MN8TOARS.
    10.1007/s00041-004-3071-0
  21. Costa, S.; Cardeira, C.; Pargana, J.; Dionisio, F.M.; Santos, P.A.. "Systems and signals online questions and grading". IEEE Symposium on Emerging Technologies and Factory Automation, ETFA 2 2 OF 2 V (2005): 41-47. http://www.scopus.com/inward/record.url?eid=2-s2.0-33847282885&partnerID=MN8TOARS.
  22. Santos, P.A.. "Spline approximation methods with uniform meshes in algebras of multiplication and convolution operators". Mathematische Nachrichten 232 (2001): 95-127. http://www.scopus.com/inward/record.url?eid=2-s2.0-0039252455&partnerID=MN8TOARS.
  23. Santos, P.A.; Silbermann, B.. "Galerkin method for Wiener-Hopf operators with piecewise continuous symbol". Integral Equations and Operator Theory 38 1 (2000): 66-80. http://www.scopus.com/inward/record.url?eid=2-s2.0-0039004468&partnerID=MN8TOARS.
  24. Roch, S.; Santos, P.A.; Silbermann, B.. "Finite section method in some algebras of multiplication and convolution operators and a flip". Zeitschrift fur Analysis und ihre Anwendung 16 3 (1997): 575-606. http://www.scopus.com/inward/record.url?eid=2-s2.0-21744455963&partnerID=MN8TOARS.
  25. Santos, P.A.; Teixeira, F.S.. "Sommerfeld Half-plane Problems with Higher Order Boundary Conditions". Mathematische Nachrichten 171 1 (1995): 269-282. http://www.scopus.com/inward/record.url?eid=2-s2.0-84985351748&partnerID=MN8TOARS.
    10.1002/mana.19951710116
Capítulo de livro
  1. Flávio Nunes; Pedro Santos; Patrícia Romeiro; Camila Pinto. "Recent Trends in the Portuguese Video Game Industry: 2016 – 2020". 15-32. Springer International Publishing, 2022.
    10.1007/978-3-030-95305-8_2
  2. "Persuasive Social Robot Using Reward Power over Repeated Instances of Persuasion". 63-70. Springer International Publishing, 2021.
    10.1007/978-3-030-79460-6_6
  3. Antonio Capela; Samuel Mascarenhas; Pedro A. Santos; Manuel Lopes. "An Adaptive and Transferable Dialog Management System for Social Aware Task Execution". 232-243. Springer International Publishing, 2019.
    10.1007/978-3-030-30244-3_20
  4. Gurjanow, I.; Oliveira, M.; Zender, J.; Santos, P.A.; Ludwig, M.. "Shallow and deep gamification in mathematics trails". 2019.
    Publicado • 10.1007/978-3-030-11548-7_34
  5. Santos, Pedro A.. "More Than 40 Years of Algebraic Techniques in Numerical Analysis". In Operator Theory, Operator Algebras, and Matrix Theory, 317-358. Springer International Publishing, 2018.
    10.1007/978-3-319-72449-2_15
  6. Roch, Steffen; Santos, Pedro A.. "A Tour to Compact Type Operators and Sequences Related to the Finite Sections Projection". In Operator Theory, Operator Algebras and Applications, 311-323. Springer Basel, 2014.
    10.1007/978-3-0348-0816-3_19
  7. Santos, P.A.. "Galerkin method with graded meshes for Wiener-Hopf operators with PC symbols in Lp spaces". In OT: Advances and Applications, 587-605. 2012.
Livro
  1. Amélia Bastos; Cláudio Fenandes; Pedro Alexandre Simões dos Santos. INTRODUÇÃO ÀS ÁLGEBRAS DE OPERADORES. Portugal: IST Press. 2021.
    Publicado
  2. Carlos Martinho; Santos, Pedro A.; Rui Prada. Design e Desenvolvimento de Jogos. Portugal: FCA. 2014.
  3. Roch, Steffen; Santos, Pedro A.; Silbermann, Bernd. Non-Commutative Gelfand Theories: A Tool-Kit for Operator Theorists and Numerical Analysts. Springer. 2011.
    Publicado • 10.1007/978-0-85729-183-7
Atividades

Orientação

Título / Tema
Papel desempenhado 		Curso (Tipo)
Instituição / Organização
2021 - Atual Neuro-symbolic approaches to dialog generation
Orientador
 Engenharia Informática e de Computadores (Doutoramento)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2020/04/29 - Atual A convergence analysis of Reinforcement Learning with function approximation
Coorientador
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/09/15 - Atual Creating Believable Social Agents using a Data Diven Approach
Orientador
Universidade de Lisboa Instituto Superior Técnico, Portugal
2020/10 - 2021/11 Natural Language Processing applied to the Portuguese Consumer Law
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/02/12 - 2021/06/09 Persuasive Social Agents using Social Power Dynamics
Coorientador
2019 - 2021/01/19 Bandit-Based Strategies for Monte Carlo Planning in Continuous Action Spaces
Coorientador
 Matemática Aplicada (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - 2021/01/13 Character Locomotion using Imitation Learning from Observations with Wavelets
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/10 - 2021/01 GAN-Based Content Generation of Maps for Strategy Games
Coorientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2020 - 2021 On the Performance of GANs for Estimating Univariate Distributions
Orientador
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2020 An Adaptive and Transferable Dialog Management System for Social Aware Task Execution
Coorientador
 Matemática e Aplicações (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018/10 - 2019/11 A convergent variant of Q-learning with linear function approximation
Coorientador
 Matemática e Aplicações (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/09 - 2019/06/04 Procedural Quest Generation – Improving Skyrim’s Radiant Story
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016 - 2019/06 Designing and Implementing a Browser-based RTS
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016 - 2019/06 Virtual Reality Football Videogame - A Social Experience
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/09 - 2019/05/27 Casos Clínicos: Análise de dataset e seu possível uso para Geração
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/09 - 2019/05/02 From Caveman to Gentleman - Implementing an artificial intelligence social architecture in Conan Exiles
Coorientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2019 Solving the Operational Crew Rescheduling Problem
Coorientador
 Matemática Aplicada (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2019 Equilibrium Propagation for Complete Directed Neural Networks
Coorientador
 Matemática Aplicada (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2018 Player Modeling for Role-Playing Games
Orientador
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/09 - 2018 Military Confrontations simulator for the training of army officers
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2017 How To Build A Modern Fair Society: A Multi-Agent System Approach
Orientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2017 How inequality emerges in society and how to build a modern fair society: An ACE Model to study inequality
Orientador
 Engenharia e Gestão Industrial (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2017 A procedural quest generator for Conan Exiles
Coorientador
 Engenharia Informática e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013 - 2015 Bases of Social Power for Socially Intelligent Agents
Coorientador
Universidade de Lisboa Instituto Superior Técnico, Portugal