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Diogo Martinho (https://orcid.org/0000-0003-1683-4950) is an Adjunct Professor in the School of Engineering at the Polytechnic of Porto. Besides that, he is also 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. He has 532 citations on Google Scholar. These references correspond to h-index values of 12 on Google Scholar (data checked on September 30, 2024). He is a member of APPIA - Portuguese Association for Artificial Intelligence since 2018. 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. It is highlighted the participation in DAIsy, FoodFriend, PHE international-level projects in the area of healthcare. Since 2015 he has published 53 papers, including 14 papers in scientific journals. Also, he has supervised 7 master's dissertations over the last 5 years. 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.
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Identification

Personal identification

Full name
Diogo Martinho

Citation names

  • Martinho, Diogo

Author identifiers

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

Languages

Language Speaking Reading Writing Listening Peer-review
English Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Spanish; Castilian Intermediate (B1) Intermediate (B1) Beginner (A1) Intermediate (B1)
Education
Degree Classification
2017/09 - 2023/06/30
Concluded
 PhD in Informatics Engineering (Doutoramento)
Universidad de Salamanca, Spain
"Improving Personalized Elderly Care - An approach using cognitive agents to better assist elderly people" (THESIS/DISSERTATION)
2015
Concluded
 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 " (THESIS/DISSERTATION)
 16
2013
Concluded
 Informatics Engineering (Licenciatura)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
"Módulo de Multi-Língua e Cultura" (THESIS/DISSERTATION)
 13
Affiliation

Science

Category
Host institution 		Employer
2018/09/01 - 2024/08 Contracted Researcher (Research) Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2024/09 - Current Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2020/10 - 2024/08 Invited Assistant (Polytechnic Teacher) 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 Invited Assistant (Polytechnic Teacher) Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Projects

Grant

Designation Funders
2021/09 - 2023/10 FoodFriend
Foodfriend_2021_-01
Researcher
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Ongoing
2018/09 - 2021/08 AIRDOC
NORTE-01- 0247-FEDER-033275
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Concluded
2016 - 2018 MANTIS
ECSEL JU Grant nr. 662189 Call H2020-EE.2014-2015
Research Fellow
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal
Horizon 2020

Contract

Designation Funders
2023 - Current DAIsy
21016
Researcher
2019/01/01 - 2019/12/31 Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento
UID/EEA/00760/2019
Instituto Politécnico do Porto Grupo de Investigação em Engenharia e Computação Inteligente para a Inovação e o Desenvolvimento, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
Outputs

Publications

Book
  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
Book chapter
  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
Conference paper
  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". Paper presented in 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". Paper presented in Ubiquitous Computing and Multimedia Applications, 2015.
    Published • 10.14257/astl.2015.97.17
Journal article
  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.
    Published
  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
Preprint
  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
Activities

Oral presentation

Presentation title Event name
Host (Event location)
2022/09 A Review on Supervised Learning Methodologies for Detecting Eating Habits of Diabetic Patients EPIA 2022 - 21st EPIA Conference on Artificial Intelligence
(Lisbon, Portugal)
2022/07 An Architecture for a Coaching System to Support Type 2 Diabetic Patients ISAMI 2022 - Ambient Intelligence—Software and Applications—13th International Symposium on Ambient Intelligence
(L'Aquilla, Italy)
2021/09 A reinforcement learning approach to improve user achievement of health-related goals EPIA 2021 - 20th EPIA Conference on Artificial Intelligence

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2021/11 - 2022/11 Development of a Nutritional and Physical Activity Plan Recommendation System for Patients with Type 2 diabetes
Co-supervisor
 Engenharia Biomédica (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/10 - 2022/11 Reconhecimento e recomendação deteção de hábitos alimentares de pacientes diabéticos do tipo 2
Co-supervisor
 Engenharia Biomédica (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/09/09 - 2022/10 Diabetic-Friendly Multi-Agent Recommendation System for Restaurants based on Social Media Sentiment Analysis and Multi-Criteria Decision Making
Co-supervisor
 Engenharia de Inteligência Artificial (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2021/09 - 2022/10 Visão computacional para deteção de hábitos alimentares
Co-supervisor
 Engenharia de Inteligência Artificial (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/10 - 2020/11 Mobile Application for register of nutrition and physical activity for patients with type 2 diabetes mellitus
Co-supervisor
 Engenharia de Computação e Instrumentação Médica (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2019/10 - 2020/11 Nutritional Recommender System for Patients with Type 2 Diabetes Mellitus
Co-supervisor
 Engenharia de Computação e Instrumentação Médica (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2018/09 - 2019/09 Desenvolvimento de um Sistema para Suporte Individualizado Inteligente a Pacientes com Doença Respiratória Obstrutiva Crónica
Co-supervisor
 Engenharia Informática (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2024/06/26 - 2024/06/28 Organizing Committee of the Special Session on Artificial Intelligence trends in Health & Care (AItHeC) in DCAI 2024 - 21st International Conference on Distributed Computing and Artificial Intelligence, Salamanca, Spain (2024/06/26 - 2024/06/28)
Conference (Member of the Organising Committee)

Conference scientific committee

Conference name Conference host
2024/09/03 - 2024/09/06 EPIA 2024 - Portuguese Conference in AI
2023/07/12 - 2023/07/14 PAAMS'23 - 21th International Conference on Practical Applications of Agents and Multi-Agent Systems
2022/07/13 - 2022/07/15 PAAMS'22 - 20th International Conference on Practical Applications of Agents and Multi-Agent Systems
2021/10/06 - 2021/10/08 PAAMS'21 - 19th International Conference on Practical Applications of Agents and Multi-Agent Systems

Journal scientific committee

Journal title (ISSN) Publisher
2021/12 - Current Advances in Distributed Computing and Artificial Intelligence Journal (2255-2863)
Distinctions

Award

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