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Diogo Martinho is a researcher at the Research Group on Intelligent Engineering and Computing for Advanced Innovation and Development (GECAD) and has a PhD in Informatics Engineering from the University of Salamanca, in Spain. Besides that, he is also a guest Assistant Professor in the School of Engineering at the Polytechnic of Porto. He has been involved in Artificial Intelligence R&D projects, particularly in the field of Healthcare, for the last 5 years, having participated in several international projects and published several research papers in this area. His main areas of interest are: Artificial Intelligence, Digital Health, Multi-Agent Systems, Group Decision Support Systems, Argumentation-Based Negotiation and Ubiquitous Computing. More recently his interests expanded to Coaching Systems, Gamification and Machine Learning as a result of his PhD work.
Identificação

Identificação pessoal

Nome completo
Diogo Martinho

Nomes de citação

  • Martinho, Diogo

Identificadores de autor

Ciência ID
361D-B8CA-1B26
ORCID iD
0000-0003-1683-4950

Idiomas

Idioma Conversação Leitura Escrita Compreensão Peer-review
Inglês Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1) Utilizador proficiente (C1)
Espanhol; Castelhano Utilizador independente (B1) Utilizador independente (B1) Utilizador elementar (A1) Utilizador independente (B1)
Formação
Grau Classificação
2017/09 - 2023/06/30
Concluído
PhD in Informatics Engineering (Doutoramento)
Universidad de Salamanca, Espanha
"Improving Personalized Elderly Care - An approach using cognitive agents to better assist elderly people" (TESE/DISSERTAÇÃO)
2015
Concluído
Master in Informatics Engineering - Knowledge-based and Decision Support Technologies (Mestrado)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
"Desenvolvimento de uma framework de argumentação para apoio à tomada de decisão ubíqua " (TESE/DISSERTAÇÃO)
16
2013
Concluído
Informatics Engineering (Licenciatura)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
"Módulo de Multi-Língua e Cultura" (TESE/DISSERTAÇÃO)
13
Percurso profissional

Ciência

Categoria Profissional
Instituição de acolhimento
Empregador
2018/09/01 - Atual Investigador Contratado (Investigação) Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal

Docência no Ensino Superior

Categoria Profissional
Instituição de acolhimento
Empregador
2020/10 - Atual Assistente convidado (Docente Ensino Superior Politécnico) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/09 - 2020 Assistente convidado (Docente Ensino Superior Politécnico) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Projetos

Bolsa

Designação Financiadores
2021/09 - 2023/10 FoodFriend
Foodfriend_2021_-01
Investigador
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Em curso
2018/09 - 2021/08 AIRDOC
NORTE-01- 0247-FEDER-033275
Bolseiro de Investigação
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Concluído
2016 - 2018 MANTIS
ECSEL JU Grant nr. 662189 Call H2020-EE.2014-2015
Bolseiro de Investigação
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Horizon 2020

Projeto

Designação Financiadores
2023 - Atual DAIsy
Investigador
Produções

Publicações

Artigo em conferência
  1. Pinto, Andreia; Viana, João; Martinho, Diogo; Crista, Vítor; Diniz, José; Reis, Joana; Matos, João; et al. "Improving the lifestyle behavior of type 2 diabetes mellitus patients using a mobile application". Trabalho apresentado em 27th IEEE Symposium on Computers and Communications (ISCC 2022), Rhodes Island, 2022.
  2. Conceição, L.; Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. "Generation of intelligent reports for ubiquitous group decision support systems". 2017.
    10.1109/GIIS.2016.7814948
  3. Ferreira, L.L.; Albano, M.; Silva, J.; Martinho, D.; Marreiros, G.; Di Orio, G.; Malo, P.; Ferreira, H.. "A pilot for proactive maintenance in industry 4.0". 2017.
    10.1109/WFCS.2017.7991952
  4. Carneiro, João; Martinho, Diogo; Marreiros, Goreti; Novais, Paulo. "Individual Definition of Multi-Criteria Problems in Ubiquitous GDSS". Trabalho apresentado em Ubiquitous Computing and Multimedia Applications, 2015.
    Publicado • 10.14257/astl.2015.97.17
Artigo em revista
  1. Ana Margarida Pereira; Cristina Jácome; Tiago Jacinto; Rita Amaral; Mariana Pereira; Ana Sá-Sousa; Mariana Couto; et al. "Multidisciplinary Development and Initial Validation of a Clinical Knowledge Base on Chronic Respiratory Diseases for mHealth Decision Support Systems". Journal of Medical Internet Research (2023): https://doi.org/10.2196/45364.
    10.2196/45364
  2. Diogo Martinho; Vítor Crista; João Carneiro; Kenji Matsui; Juan Manuel Corchado; Goreti Marreiros. "Effects of a Gamified Agent-Based System for Personalized Elderly Care: Pilot Usability Study". JMIR Serious Games (2023): https://doi.org/10.2196/48063.
    10.2196/48063
  3. Andreia Pinto; Diogo Martinho; João Matos; David Greer; Ana Vieira; André Ramalho; Goreti Marreiros; Alberto Freitas. "Recommendation systems to promote behavior change in patients with diabetes mellitus type 2: A systematic review". Expert Systems with Applications (2023): https://doi.org/10.1016/j.eswa.2023.120726.
    10.1016/j.eswa.2023.120726
  4. Diogo Martinho; Vítor Crista; João Carneiro; Juan Manuel Corchado; Goreti Marreiros. "An Intelligent Coaching Prototype for Elderly Care". Electronics (2022): https://doi.org/10.3390/electronics11030460.
    10.3390/electronics11030460
  5. Diogo Martinho; Alberto Freitas; Ana Sá-Sousa; Ana Vieira; Jorge Meira; Constantino Martins; Goreti Marreiros. "A Hybrid Model to Classify Patients with Chronic Obstructive Respiratory Diseases". Journal of Medical Systems 45 3 (2021): https://doi.org/10.1007/s10916-020-01704-5.
    10.1007/s10916-020-01704-5
  6. Diogo Martinho; João Carneiro; Juan M. Corchado; Goreti Marreiros. "A systematic review of gamification techniques applied to elderly care". Artificial Intelligence Review 53 7 (2020): 4863-4901. https://doi.org/10.1007/s10462-020-09809-6.
    10.1007/s10462-020-09809-6
  7. Carneiro, J.; Martinho, D.; Alves, P.; Conceição, L.; Marreiros, G.; Novais, P.. "A multiple criteria decision analysis framework for dispersed group decision-making contexts". Applied Sciences (Switzerland) 10 13 (2020): http://www.scopus.com/inward/record.url?eid=2-s2.0-85087825820&partnerID=MN8TOARS.
    10.3390/app10134614
  8. João Carneiro; Diogo Martinho; Goreti Marreiros; Paulo Novais. "How cognitive and affective aspects can influence the outcome of the group decision-making process". Expert Systems (2019): e12257-e12257. https://doi.org/10.1111/exsy.12257.
    10.1111/exsy.12257
  9. Luís Conceição; Diogo Martinho; Rui Andrade; João Carneiro; Constantino Martins; Goreti Marreiros; Paulo Novais. "A web-based group decision support system for multicriteria problems". Concurrency and Computation: Practice and Experience (2019): https://doi.org/10.1002/cpe.5298.
    10.1002/cpe.5298
  10. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. "Arguing with Behavior Influence: A Model for Web-Based Group Decision Support Systems". International Journal of Information Technology and Decision Making 18 2 (2019): 517-553. http://www.scopus.com/inward/record.url?eid=2-s2.0-85056890448&partnerID=MN8TOARS.
    10.1142/S0219622018500542
  11. Carneiro, J.; Martinho, D.; Marreiros, G.; Jimenez, A.; Novais, P.. "Dynamic argumentation in UbiGDSS". Knowledge and Information Systems 55 3 (2018): 633-669. http://www.scopus.com/inward/record.url?eid=2-s2.0-85027710012&partnerID=MN8TOARS.
    10.1007/s10115-017-1093-6
  12. Carneiro, J.; Saraiva, P.; Martinho, D.; Marreiros, G.; Novais, P.. "Representing decision-makers using styles of behavior: An approach designed for group decision support systems". Cognitive Systems Research 47 (2018): 109-132. http://www.scopus.com/inward/record.url?eid=2-s2.0-85033600440&partnerID=MN8TOARS.
    10.1016/j.cogsys.2017.09.002
  13. Carneiro, J.; Conceição, L.; Martinho, D.; Marreiros, G.; Novais, P.. "Including cognitive aspects in multiple criteria decision analysis". Annals of Operations Research 265 2 (2018): 269-291. http://www.scopus.com/inward/record.url?eid=2-s2.0-85006869248&partnerID=MN8TOARS.
    10.1007/s10479-016-2391-1
  14. Carneiro, J.; Martinho, D.; Conceicão, L.; Marreiros, G.; Novais, P.. "How the ability to analyse tendencies influences decision satisfaction". Inteligencia Artificial 20 59 (2017): 8-20. http://www.scopus.com/inward/record.url?eid=2-s2.0-85016049713&partnerID=MN8TOARS.
    10.4114/intartif.vol20iss59pp8-20
  15. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. "Intelligent negotiation model for ubiquitous group decision scenarios". Frontiers of Information Technology and Electronic Engineering 17 4 (2016): 296-308. http://www.scopus.com/inward/record.url?eid=2-s2.0-84962787142&partnerID=MN8TOARS.
    10.1631/FITEE.1500344
  16. Moreira, José; Sousa, Hélio; Martinho, Diogo; Marreiros, Goreti; Ramos, Carlos; Haeng-Kon Kim; Yoe, Hyun; Corchado, Juan Manuel. "Management of irrigation through a Web-Based Intelligent Decision Support System". (2016): https://www.landbrugsinfo.dk/Afrapportering/KoncernDigital/2016/Filer/kd_16_5863_AP2_iot_b02_management_of_irrigation_paper.pdf.
    Publicado
  17. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. "A general template to configure multi-criteria problems in Ubiquitous GDSS". International Journal of Software Engineering and its Applications 9 11 (2015): 193-206. http://www.scopus.com/inward/record.url?eid=2-s2.0-84949494546&partnerID=MN8TOARS.
    10.14257/ijseia.2015.9.11.18
Capítulo de livro
  1. Diogo Martinho; Vítor Crista; Andreia Pinto; José Diniz; Alberto Freitas; João Carneiro; Goreti Marreiros. "An Architecture for a Coaching System to Support Type 2 Diabetic Patients". 2023.
    10.1007/978-3-031-22356-3_16
  2. Diogo Martinho; Vítor Crista; Ziya Karakaya; Zahra Gamechi; Alberto Freitas; José Neves; Paulo Novais; Goreti Marreiros. "Design and Development of Ontology for AI-Based Software Systems to Manage the Food Intake and Energy Consumption of Obesity, Diabetes and Tube Feeding Patients". 2023.
    10.1007/978-3-031-49008-8_3
  3. Andreia Pinto; Diogo Martinho; Ana Vieira; André Ramalho; Alberto Freitas. "Recommendation Systems in the Context of Diabetes Mellitus Type 2: A Bibliometric Analysis". 681-691. Springer International Publishing, 2022.
    10.1007/978-3-031-04826-5_67
  4. Vítor Crista; Diogo Martinho; Jorge Meira; João Carneiro; Juan Corchado; Goreti Marreiros. "A Hybrid Model to Classify Physical Activity Profiles". 2022.
    10.1007/978-3-031-18697-4_22
  5. Bruno Teixeira; Diogo Martinho; Paulo Novais; Juan Corchado; Goreti Marreiros. "Diabetic-Friendly Multi-agent Recommendation System for Restaurants Based on Social Media Sentiment Analysis and Multi-criteria Decision Making". 2022.
    10.1007/978-3-031-16474-3_30
  6. Diogo Martinho; João Carneiro; José Neves; Paulo Novais; Juan Corchado; Goreti Marreiros. "A Reinforcement Learning Approach to Improve User Achievement of Health-Related Goals". 2021.
    10.1007/978-3-030-86230-5_21
  7. Diogo Martinho; Ana Vieira; João Carneiro; Constantino Martins; Ana Almeida; Goreti Marreiros. "A Definition of a Coaching Plan to Guide Patients with Chronic Obstructive Respiratory Diseases". 2020.
    10.1007/978-3-030-45697-9_6
  8. Diogo Martinho; João Carneiro; Paulo Novais; José Neves; Juan Corchado; Goreti Marreiros. "A Conceptual Approach to Enhance the Well-Being of Elderly People". 2019.
    10.1007/978-3-030-30244-3_5
  9. Diogo Martinho; João Carneiro; Asif Mohammed; Ana Vieira; Isabel Praça; Goreti Marreiros. "Defining a Collaborative Platform to Report Machine State". 267-279. Springer International Publishing, 2018.
    10.1007/978-3-319-77712-2_26
  10. Marreiros, G.; Craamer, P.; Garitano, I.; González, R.; Novak, M.G.; Kancilija, A.; Marcelis, Q.; et al. "From kpi dashboards to advanced visualization". 239-310. 2018.
  11. Socorro, R.; Aguirregabiria, M.; Akçay, A.; Albano, M.; Anasagasti, M.; Aranburu, A.; Barbieri, M.; et al. "Success stories on real pilots". 311-496. 2018.
  12. Carneiro, Joao; Conceicao, Luis; Martinho, Diogo; Marreiros, Goreti; Novais, Paulo; Novais, P; Konomi, S. "Intelligent Reports for Group Decision Support Systems". 4-13. 2016.
    10.3233/978-1-61499-690-3-4
  13. Martinho, Diogo; Carneiro, Joao; Marreiros, Goreti; Novais, Paulo; Preuveneers, D. "Dealing with Agents' Behaviour in the Decision-Making Process". 4-14. 2015.
    10.3233/978-1-61499-530-2-4
Livro
  1. Godinho, J.; Batista, S.; Martinho, D.; Conceição, L.. A Recommendation System of Nutrition and Physical Activity for Patients with Type 2 Diabetes Mellitus. 2020.
    10.1007/978-3-030-62365-4_28
  2. Vieira, A.; Martinho, D.; Martins, C.; Almeida, A.; Marreiros, G.. Defining an Architecture for a Coaching Module to Support Self-Monitoring of Chronic Obstructive Respiratory Diseases. 2019.
    10.3233/SHTI190034
  3. Carneiro, J.; Conceição, L.; Martinho, D.; Marreiros, G.; Novais, P.. A framework for group decision-making: Including cognitive and affective aspects in a MCDA method for alternatives rejection. 2019.
    10.1007/978-3-319-94649-8_32
  4. Mota, D.; Martins, C.; Carneiro, J.; Martinho, D.; Conceição, L.; Almeida, A.; Praça, I.; Marreiros, G.. A MAS Architecture for a Project Scheduling Problem with Operation Dependant Setup Times. 2019.
    10.1007/978-3-319-94120-2_17
  5. Ramos, C.; Martinho, D.; Marreiros, G.; Villarrubia, G.; De Paz, J.F.; Corchado, J.M.; Ko, H.; Kim, H.-K.; Yoe, H.. Ekrucami architecture-applications in healthcare domain. 2017.
    10.3233/978-1-61499-804-4-140
  6. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. Including credibility and expertise in group decision-making process: An approach designed for UbiGDSS. 2017.
    10.1007/978-3-319-56538-5_42
  7. Estrela, D.; Batista, S.; Martinho, D.; Marreiros, G.. A recommendation system for online courses. 2017.
    10.1007/978-3-319-56535-4_20
  8. Martinho, D.; Carneiro, J.; Marreiros, G.; Novais, P.. Defining an architecture for a ubiquitous group decision support system. 2017.
    10.1007/978-3-319-61118-1_30
  9. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. Introducing dynamic argumentation to UbiGDSS. 2016.
    10.1007/978-3-319-40162-1_51
  10. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. The effect of decision satisfaction prediction in argumentation-based negotiation. 2016.
    10.1007/978-3-319-39387-2_22
  11. Carneiro, J.; Martinho, D.; Marreiros, G.; Novais, P.. Defining agents’ behaviour for negotiation contexts. 2015.
    10.1007/978-3-319-23485-4_1
Pré-impressão
  1. Diogo Martinho; Vítor Crista; João Carneiro; Kenji Matsui; Juan Manuel Corchado; Goreti Marreiros. "Effects of a Gamified Agent-Based System for Personalized Elderly Care: Pilot Usability Study (Preprint)". 2023. https://doi.org/10.2196/preprints.48063.
    10.2196/preprints.48063
  2. Ana Margarida Pereira; Cristina Jácome; Tiago Jacinto; Rita Amaral; Mariana Pereira; Ana Sá-Sousa; Mariana Couto; et al. "Multidisciplinary development and initial validation of a clinical knowledge base on chronic respiratory diseases for mHealth decision support systems (Preprint)". 2022. https://doi.org/10.2196/preprints.45364.
    10.2196/preprints.45364
Distinções

Prémio

2022 Best Paper Award
2015 Scientific Excellence Award
2014 Bolsa de Mérito - Média das classificações das unidades curriculares
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal