Beatriz Cristina Flamia de Azevedo (181E-855C-E62C)

Curriculum Vitae

Beatriz Cristina Flamia de Azevedo

Beatriz Flamia Azevedo obtained a Ph.D degree in Industrial and Systems Engineering from the University of Minho (Portugal), a master’s degree in Industrial Engineering from the Polytechnic Institute of Bragança (Portugal), and a bachelor's degree in Control and Automation Engineering from the Federal Technological University – Paraná (Brazil). Currently, she is working as a researcher at the Research Center for Digitization and Intelligent Robotics (CeDRI-IPB). She is a multidisciplinary researcher, been participating in several research projects. She is the author or co-author of several journal papers, book chapters, and conference proceedings publications. Her interests relate to Optimization, Mathematics Modeling, Machine Learning, Recommendation Systems, and STEM.

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Identification

Personal identification

Full name: Beatriz Cristina Flamia de Azevedo

Citation names

Beatriz Flamia Azevedo; Azevedo, Beatriz; Beatriz Cristina Flamia de Azevedo

Author identifiers

Ciência ID: 181E-855C-E62C
ORCID iD: 0000-0002-8527-7409
Researcher Id: HZH-7058-2023
Scopus Author Id: 57196414245

Email addresses

beatrizflamia@ipb.pt (Professional)

Websites

https://www.researchgate.net/profile/Beatriz_Flamia_Azevedo (Professional)
http://lattes.cnpq.br/6526255555699055 (Professional)
https://scholar.google.com/citations?user=jtNu2NEAAAAJ&hl=en (Scholar)
https://www.scopus.com/authid/detail.uri?authorId=57196414245 (Scholar)
https://cedri.ipb.pt/people/research-fellowships/beatriz-flamia-azevedo (Professional)

Knowledge fields

Exact Sciences - Mathematics - Applied Mathematics
Engineering and Technology

Education

	Degree	Classification
2024/10 - 2025 Ongoing	Intelligente System Engineering (Pós-doutoramento) Major in Pos-Doctoral Instituto Politécnico de Bragança Centro de Investigação em Digitalização e Robótica Inteligente, Portugal
2021 - 2024 Concluded	Industrial and Systems Engineering (Doutoramento) Universidade do Minho, Portugal "Hybrid Methods Based on Optimization and Machine Learning in Engineering" (THESIS/DISSERTATION)	Muito bom por unanimidade
2019 - 2020/02 Concluded	Industrial Engeneering (Mestrado integrado) Major in Electrical Engineering Instituto Politécnico de Bragança Escola Superior de Tecnologia e Gestão, Portugal "Study of Genetic Algorithms for Optimization Problems" (THESIS/DISSERTATION)	18/20
2014 - 2020/01 Concluded	Control and Automation Engeneering (Bachelor) Universidade Tecnológica Federal do Paraná, Brazil	0.87/1.0
2020 Concluded	Electrical and Computing Engeneering (Licenciatura) Instituto Politécnico de Bragança Escola Superior de Tecnologia e Gestão, Portugal
2009 - 2013 Concluded	Technical High School in Mechanical (Curso médio) Major in Mecanical Production Universidade Tecnológica Federal do Paraná, Brazil	0.89/1.0

Affiliation

Science

	Category Host institution	Employer
2021 - Current	Researcher (Research)	Universidade do Minho Centro ALGORITMI, Portugal
	Universidade do Minho - Campus de Azurém, Portugal
2019 - Current	Researcher (Research)	Instituto Politécnico de Bragança, Portugal
	Instituto Politécnico de Bragança Centro de Investigação em Digitalização e Robótica Inteligente, Portugal
2021/03/09 - 2021/03/19	Visiting Researcher (Research)	Universidad de Zaragoza, Spain
	Universidad de Zaragoza, Spain (...)
2015 - 2018	Researcher (Research)	Universidade Tecnológica Federal do Paraná, Brazil

2012 - 2013	Research Trainee (Research)	Universidade Tecnológica Federal do Paraná, Brazil
	Fundação Araucária, Brazil

Others

	Category Host institution	Employer
2011/12/01 - 2012/02/28	Mechanical Production Trainee	Metalurgica Veipa, Brazil

Projects

Grant

	Designation	Funders
2021 - 2024	Hybrid Methods Based on Optimization and Machine Learning in Engeneering SFRH/BD/07427/2021 Principal investigator	FCT Fundação para a Ciência e Tecnologia Ongoing
2020 - 2022	Forest Alert System (SAFe) UIDB/05757/2020 Researcher Instituto Politécnico de Bragança, Portugal	Fundação LaCaixa
2017/10/01 - 2019/02/08	EN: Linear Optimization and Application: Mathematic Modelling and algorithm of resolution. PT: Otimização Linear e Aplicações: Modelagem Matemática e algoritmos de resolução PROPPG 01 Scientific Initiation Fellow Universidade Tecnológica Federal do Paraná, Brazil	Fundação Araucária Conselho Nacional de Desenvolvimento Científico e Tecnológico Concluded
2016/09/01 - 2017/11/30	EN: Hybrid Fuzzy and Bayesian Approach for Intelligent Classifiction. // PT: Abordagem Híbrida Fuzzy e Bayesiana para Classificação Inteligente 01/2017 Scientific Initiation Fellow Universidade Tecnológica Federal do Paraná, Brazil	Fundação Araucária Conselho Nacional de Desenvolvimento Científico e Tecnológico Concluded
2015 - 2016	EN: Music Genere Inteligent Classification // PT: Classificação Inteligente de Géneros Musicais PROPPG 01/2016 Scientific Initiation Fellow Universidade Tecnológica Federal do Paraná, Brazil	Conselho Nacional de Desenvolvimento Científico e Tecnológico Fundação Araucária Concluded
2011/12/01 - 2012/11/30	EN: Introduction of Bayesian Inference // PT: Introdução a Inferencia Bayesiana 03/2011 Scientific Initiation Fellow Universidade Tecnológica Federal do Paraná, Brazil	Fundação Araucária Concluded

Other

	Designation	Funders
2024 - Current	DataGEMS HORIZON-INFRA-2024-EOSC-01-05 n.101188416 Principal investigator	Ongoing
2022/01/16 - Current	Intelligent System to Learn Mathematics (IMath) 2021-1-PT01-KA220-HED-000023288 Research Fellow Instituto Politécnico de Bragança, Portugal	European Commission Ongoing
2019 - Current	MathE - Improve Math Skills in Higher Education 2018-1-PT01-KA203-047361 Researcher	Erasmus Plus
2019 - 2022	IPBike project . Researcher Instituto Politécnico de Bragança, Portugal	Instituto da Mobilidade e dos Transportes IP Ongoing
2017/07 - 2018/12	EN: Open Doors - English Teaching // PT: Abrindo Portas - Ensino de Inglês . Other Universidade Tecnológica Federal do Paraná, Brazil	Universidade Tecnológica Federal do Paraná Ongoing
2018/03/01 - 2018/09/30	EN: She at UTFPR // PT: Elas na UTFPR Edital PROREC 01/2017-UTFPR_EXTENSÃO Other Universidade Tecnológica Federal do Paraná, Brazil	Universidade Tecnológica Federal do Paraná Concluded
2017/02/01 - 2017/11/30	EN: Prisma Preparatory Course // PT: Cursinho Comunitário Prisma prisma Other Universidade Tecnológica Federal do Paraná, Brazil	Universidade Tecnológica Federal do Paraná Concluded

Outputs

Publications

Book chapter	Gabriel A. Leite; Azevedo, Beatriz Flamia; Maria de Fátima Pacheco; Fernandes, Florbela P.; Ana I. Pereira. "Liver disease detection with combined machine learning and voting classifiers,". In 3rd International Conference on Data Science and Emerging Technologies. 2025. Submitted Azevedo, Beatriz Flamia; Ana Maria A. C. Rocha; Ana I. Pereira. "A Multi-objective Clustering Algorithm Integrating Intra-clustering and Inter-clustering Measures". In International Conference in Optimization and Learning (OLA2024). Croatia: Springer, 2024. Accepted Azevedo, Beatriz Flamia; de Souza, Roberto Molina; Pacheco, Maria F.; Fernandes, Florbela P.; Pereira, Ana I.. "Application of Pattern Recognition Techniques for MathE Questions Difficulty Level Definition". In Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2023)., 300-315. Springer Nature Switzerland, 2024. Published • 10.1007/978-3-031-53025-8_21 Leite, Gabriel; Azevedo, Beatriz Flamia; Pacheco, M. Fatima; Fernandes, Florbela P.; Pereira, Ana I.. "Assessing Student Performance in the MathE Platform: a Fuzzy Clustering Perspective". In Book of 14th International Conference on Methodologies and Intelligent Systems for Technology Enhanced Learning. Salamanca, Spain: Lecture Notes in Networks and Systems, 2024. In press Gabriel A. Leite; Azevedo, Beatriz; Sofia Ferreira; M. F. Pacheco; Florbela P. Fernandes; Ana I Pereira. "Fuzzy c-means as a decision support tool for liver disease diagnosis based on data analysis". In OL2A 2024. 2024. In press Azevedo, Beatriz Flamia; Ana Maria A. C. Rocha; Maria F. Pacheco; Florbela P. Ferndades; Ana I. Pereira. "Comparison between single and multi-objective clustering algorithms: Mathe case study". In OL2A 2024. 2024. Accepted Azevedo, Beatriz Flamia; Costa, Lino; Brito, Thadeu; Lima, Jose; Pereira, Ana Isabel. "Sensor Allocation in a Forest Fire Monitoring System: a Bi-objective Approach". In International Conference of Numerical Analysis and Applied Mathematics (ICNAAM 2021). 2023. Published • https://doi.org/10.1063/5.0162252 Flamia Azevedo, Beatriz; Rocha, Ana Maria A. C.; Fernandes, Florbela P.; Pacheco, Maria F.; Pereira, Ana I.. "Evaluating Student Behaviour on the MathE Platform - Clustering Algorithms Approaches". In Lecture Notes in Computer Science - Learning and Intelligent Optimization (LION 2022)., 319-333. Springer International Publishing, 2023. Published • 10.1007/978-3-031-24866-5_24 Azevedo, Beatriz Flamia; Romanenko, Sofia F.; de Fatima Pacheco, Maria; Fernandes, Florbela P.; Pereira, Ana I.. "Data Analysis Techniques Applied to the MathE Database". In Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2022)., 623-639. Springer International Publishing, 2023. Published • 10.1007/978-3-031-23236-7_43 Azevedo, Beatriz Flamia; Alvelos, Filipe; Rocha, Ana Maria A. C.; Brito, Thadeu; Lima, José; Pereira, Ana I.. "An Integer Programming Approach for Sensor Location in a Forest Fire Monitoring System". In Springer Proceedings in Mathematics & Statistics - Operational Research (IO 2021), 23-35. Springer International Publishing, 2023. Published • 10.1007/978-3-031-20788-4_2 Azevedo, Beatriz Flamia; Rocha, Ana Maria A. C.; Pereira, Ana I.. "A Collaborative Multi-objective Approach for Clustering Task Based on Distance Measures and Clustering Validity Indices". In Lecture Notes in Computer Science - Dynamics of Information Systems (DIS 2023), 54-68. Springer Nature Switzerland, 2023. Published • 10.1007/978-3-031-50320-7_4 Azevedo, Beatriz Flamia; Varela, Maria Leonilde R.; Pereira, Ana I.. "Production Scheduling Using Multi-objective Optimization and Cluster Approaches". In Lecture Notes in Networks and Systems - Innovations in Bio-Inspired Computing and Applications (IBICA 2021)., 120-129. Springer International Publishing, 2022. Published • 10.1007/978-3-030-96299-9_12 Azevedo, Beatriz Flamia; Amoura, Yahia; Rocha, Ana Maria A. C.; Fernandes, Florbela P.; Pacheco, Maria F.; Pereira, Ana I.. "Analyzing the MathE Platform Through Clustering Algorithms". In Computational Science and Its Applications (ICCSA 2022), 201-218. Malaga, Spain: Springer International Publishing, 2022. Published • 10.1007/978-3-031-10562-3_15 Brito, Thadeu; Mendes, João; Zorawski, Matheus; Azevedo, Beatriz Flamia; Khalifeh, Ala; Fernandes, Florbela P.; Pereira, Ana I.; Lima, José; Costa, Paulo. "Map Coverage of LoRaWAN Signals Employing GPS from Mobile Devices". In Communications in Computer and Information Science, 589-603. Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2022)., 2022. Published • 10.1007/978-3-031-23236-7_41 Brito, Thadeu; Azevedo, Beatriz Flamia; Valente, Antonio; Pereira, Ana I.; Lima, José; Costa, Paulo. "Environment Monitoring Modules with Fire Detection Capability Based on IoT Methodology". In Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Science and Technologies for Smart Cities (SmartCity360° 2020), 211-227. Springer International Publishing, 2021. Published • 10.1007/978-3-030-76063-2_16 Azevedo, Beatriz Flamia; Amoura, Yahia; Kantayeva, Gauhar; Pacheco, Maria F.; Pereira, Ana I.; Fernandes, Florbela P.. "Collaborative Learning Platform Using Learning Optimized Algorithms". In Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2021)., 691-702. Portugal: Springer International Publishing, 2021. Published • 10.1007/978-3-030-91885-9_52 Brito, Thadeu; Zorawski, Matheus; Mendes, João; Azevedo, Beatriz Flamia; Pereira, Ana I.; Lima, José; Costa, Paulo. "Optimizing Data Transmission in a Wireless Sensor Network Based on LoRaWAN Protocol". In Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2021)., 281-293. Springer, 2021. Published • 10.1007/978-3-030-91885-9_20 Azevedo, Beatriz Flamia; Alves, Filipe; Rocha, Ana Maria A. C.; Pereira, Ana I.. "Cluster Analysis for Breast Cancer Patterns Identification". In Communications in Computer and Information Science, 507-514. Portugal: Communications in Computer and Information Science - Optimization, Learning Algorithms and Applications (OL2A 2021)., 2021. Published • 10.1007/978-3-030-91885-9_37
Conference abstract	Gabriel A. Leite; Tania Silva; Azevedo, Beatriz; Florbela P. Fernandes; Maria F. Pacheco; Ana I. Pereira. "Imath: An intelligent system to learn math". Paper presented in 4th Symposium of Applied Science for Young Researchers, 2024. In press Brito, Thadeu; Azevedo, Beatriz Flamia; João Mendes; Matheus Zorawski; Florbela Fernandes; Ana I Pereira; José Lima. "A Forest Fire Monitoring System Based on IoT Technology". Paper presented in French German Portuguese Conference on Optimization (FGP 2022), Porto, 2022. Published Azevedo, Beatriz Flamia; Rocha, Ana Maria A. C.; Pereira, Ana Isabel. "Study of clustering measures for optimization". Paper presented in HUNGARIAN GLOBAL OPTIMIZATION WORKSHOP (HUGO 2022), Szeged, 2022. Published Azevedo, Beatriz Flamia; Ana Isabel Pereira. "Um algoritmo genético com parâmetros dinâmicos.". Paper presented in Encontro de Jovens Investigadores do Instituto Politénico de Bragança (EIJ 2019), Bragança, 2019. Published Azevedo, Beatriz Flamia; Pereira, Ana Isabel; Bressan, Glaucia Maria. "A Genetic Algorithm Combined with Conditional Probability". Paper presented in The Double Diploma Summer School & Symposium 2019, Bragança, 2019. Published Teruya, Hidemi S.; Azevedo, Beatriz Flamia; Pecorario, Taianara L.; Silva, Daniele Costa. "Incentivo ao ingresso de mulheres nas carreiras de exatas: um estudo de caso.". Paper presented in 8º Seminário de Extensão e Inovação (SEI 2018), Apucarana, 2018. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Classificação de gêneros musicais usando algoritmos de Árvores de Decisão.". Paper presented in XXII Seminário de Iniciação Cientifica e Tecnológica (SICITE 2017), Londrina, 2017. Published Azevedo, Beatriz Flamia; Antonio, A. M. J.; Marcelo, A. O. "Educação e Voluntariado: Cursinho Comunitário Prisma.". Paper presented in 7 Seminário de Extensao e Inovação (SEI 2017), Londrina, 2017. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Aplicação de Sistemas Fuzzy para Classificação da Emoção Musical.". Paper presented in IV Congresso Brasileiro de Sistemas Fuzzy (CBSF 2016), Campinas, 2016. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Uma abordagem fuzzy para a classificação automática de gêneros musicais considerando emoção.". Paper presented in XXI Seminário de Iniciação Científica e Tecnológica da UTFPR (SICITE 2016), Francisco Beltrão, 2016. Published
Conference paper	Azevedo, Beatriz Flamia; Ana Maria A. C. Rocha; Ana I. Pereira. "Hybrid Approaches to Optimization and Machine Learning Methods". Paper presented in 10th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2023), Thessaloniki, 2023. Published • 10.1109/DSAA60987.2023.10302494 Azevedo, Beatriz; Pereira, Ana; Bressan, Glaucia. "An Improvement of Genetic Algorithm based on Dynamic Operators Rates Controlled by the Population Performance". Paper presented in 9th International Conference on Operations Research and Enterprise Systems (ICORES 2020), Valleta, 2020. Published • 10.5220/0009385403880394 Azevedo, Beatriz Flamia; Bressan, Glaucia Maria; Souza, Roberto Molina. "Estudo de Algoritmos de Árvores de Decisão e Aplicação na Tarefa de Classificação Automática.". Paper presented in XXIII Seminário de Iniciação Cientifica e Tecnológica, (SICITE 2018)., Apucarana, 2018. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Uma proposta de classificação Fuzzy para avaliação e controle do Diabetes Mellitus tipo 2.". Paper presented in Congresso Brasileiro de Matemática Aplicada e Computacional (CNMAC 2018), Campinas, 2018. Published Azevedo, Beatriz Flamia; Glaucia Maria Bressan. "Classificação Automática para o Diagnóstico da Redução do Indicador do Diabetes Mellitus". Paper presented in II Encontro de Biomatemática (EncBIO 2018), Campinas, 2018. Published Azevedo, Beatriz; Glaucia Maria Bressan; Elisangela Lizzi. "Identificação de Gêneros Musicais por meio de Árvores de Decisão.". Paper presented in Semana Acadêmica da Matemática, (SEMAT 2017), Cornélio Procópio, 2017. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Classificação Inteligente de Gêneros Musicais Latinos Considerando Emoções: Abordagens Fuzzy e Bayesiana.". Paper presented in Simpósio Paranaense de Engenharia Mecânica (SIPEM 2016), Cornelio Procopio, 2016. Published Azevedo, Beatriz Flamia; Bressan, Glaucia Maria. "Aplicação de Redes Bayesianas para Classificação da Emoção de Gêneros Musicais Latinos.". Paper presented in XXXVI Congresso Nacional de Matemática Aplicada e Computacional (CNMAC 2016), Gramado, 2016. Published Azevedo, Beatriz Flamia; Roberto Molina de Souza. "Introdução a Inferencia Bayesiana". Paper presented in Seminário de Pesquisa Junior (SEPESQ 2012), Cornélio Procópio, 2012. Published
Journal article	Gabriel A. Leite; Beatriz Flamia Azevedo; Sofia Ferreira; Fernandes, Florbela P.; Maria Fatima Pacheco; Ana I. Pereira. "Liver disease diagnosis: Fuzzy c-means and scoring raking approach". Computer Science Journal (2025): Submitted Azevedo, Beatriz Flamia; Pacheco, Maria F.; Fernandes, Florbela P.; Pereira, Ana I.. "Dataset of Mathematics Learning and Assessment of Higher Education Students Using the MathE Platform". Data in Brief (2024): 110236. http://dx.doi.org/10.1016/j.dib.2024.110236. Published • 10.1016/j.dib.2024.110236 Azevedo, Beatriz Flamia; Rocha, Ana Maria A. C.; Pereira, Ana I.. "Hybrid approaches to optimization and machine learning methods: a systematic literature review". Machine Learning (2024): http://dx.doi.org/10.1007/s10994-023-06467-x. Published • 10.1007/s10994-023-06467-x Azevedo, Beatriz Flamia; Rocha, Ana Maria A. C.; Pereira, Ana I.. "A Multi-objective Clustering Approach Based on Different Clustering Measures Combinations". Computational & Applied Mathematics Journal (2024): Accepted Azevedo, Beatriz Flamia; Ana Maria A. C. Rocha; Ana I. Pereira. "Multi-objective Clustering Algorithm Applied to the MathE Categorization Problem". Information Systems Frontiers (2024): Submitted Azevedo, Beatriz Flamia; Ana Maria A. C. Rocha; Ana I. Pereira. "A split and merge strategy for multi-objective clustering algorithms". Computer Science Journal (2024): Submitted Azevedo, Beatriz Flamia; Metzger, Kelson; Pereira, Ana I.. "A comprehensive data analysis of e-bike mobility and greenhouse gas emissions in a higher education community: IPBike study of case". SN Applied Sciences 5 11 (2023): http://dx.doi.org/10.1007/s42452-023-05504-7. Published • 10.1007/s42452-023-05504-7 Brito, Thadeu; Azevedo, Beatriz Flamia; Mendes, João; Zorawski, Matheus; Fernandes, Florbela P.; Pereira, Ana I.; Rufino, José; Lima, José; Costa, Paulo. "Data Acquisition Filtering Focused on Optimizing Transmission in a LoRaWAN Network Applied to the WSN Forest Monitoring System". Sensors 23 3 (2023): 1282. http://dx.doi.org/10.3390/s23031282. Published • 10.3390/s23031282 Azevedo, Beatriz Flamia; Montanño-Vega, Ruben; Varela, M. Leonilde R.; Pereira, Ana I.. "Bio-inspired multi-objective algorithms applied on production scheduling problems". International Journal of Industrial Engineering Computations 14 2 (2023): 415-436. http://dx.doi.org/10.5267/j.ijiec.2022.12.001. Published • 10.5267/j.ijiec.2022.12.001 Azevedo, Beatriz Flamia; Pereira, Ana I.; Fernandes, Florbela P.; Pacheco, M. Fatima. "Mathematics learning and assessment using MathE platform: A case study". Education and Information Technologies (2021): http://dx.doi.org/10.1007/s10639-021-10669-y. Published • 10.1007/s10639-021-10669-y Glaucia Maria Bressan; Azevedo, Beatriz Flamia; Herman Lucas dos Santos; Wagner Endo; Cristiano Marcos Agulhari; Alessandro Goedtel; Paulo R Scalassara. "Bayesian Approach to Infer Types of Faults on Electrical Machines from Acoustic Signal". Applied Mathematics & Information Sciences 15 (2021): 353-364. http://www.naturalspublishing.com/files/published/923tu342x3o773.pdf. Open access • Published • http://dx.doi.org/10.18576/amis/150313 Beatriz Flamia Azevedo; Thadeu Brito; José Lima; Ana I. Pereira. "Optimum Sensors Allocation for a Forest Fires Monitoring System". Forests 12 4 (2021): 453-453. https://doi.org/10.3390/f12040453. Open access • Published • 10.3390/f12040453 Glaucia M Bressan; Bruno C. Coscarelli; Matheus H. Pimenta-Zanon; Azevedo, Beatriz Flamia. "Input Features Selection to Improve the Performance of a Fuzzy Classifier". Advances in Mathematical Sciences and Applications (2020): 295-310. http://mcm-www.jwu.ac.jp/~aikit/AMSA/current.html#fh5co-tab-feature-vertical1. Published Glaucia Maria Bressan; Azevedo, Beatriz; Roberto Molina de Souza. "Métodos de Classificação Automática para Predição do Perfil Clínico de Pacientes Portadores do Diabetes Mellitus". Revista Brasileira de Biometria 38 2 (2020): 257-273. https://doi.org/10.28951/rbb.v38i2.445. Published Glaucia Maria Bressan; Azevedo, Beatriz; Roberto Molina de Souza. "A Fuzzy Approach for Diabetes Mellitus type 2 Classification". Brazilian Archives of Biology and Technology (2020): Published • 10.1590/1678-4324-2020180742 de Azevedo, B.C.F.; Bressan, G.M.; Agulhari, C.M.; dos Santos, H.L.; Endo, W.. "Three-phase induction motors faults classification using audio signals and decision trees". Applied Mathematics and Information Sciences 13 5 (2019): 847-858. http://www.scopus.com/inward/record.url?eid=2-s2.0-85080091120&partnerID=MN8TOARS. Published • 10.18576/amis/130519 Azevedo, Beatriz; Glaucia Maria Bressan. "A comparison of classifiers for musical genres classification and music emotion recogntition.". Advances in Mathematical Sciences and Applications 27 (2018): 241-262. http://mcm-www.jwu.ac.jp/~aikit/AMSA/current.html#fh5co-tab-feature-vertical2. Published Glaucia Maria Bressan; Azevedo, Beatriz. "Classificação de Gêneros Musicais Latinos e suas Emoções: Abordagens Bayesiana e Fuzzy". Tendências em Matemática Aplicada e Computacional TEMA (São Carlos) 18(3) (2018): http://dx.doi.org/10.5540/tema.2017.018.03.369. Published • 10.5540/tema.2017.018.03.369 Glaucia Maria Bressan; Azevedo, Beatriz; Elisangela Lissi. "A Decision Tree Approach for the Musical Genres Classification". Applied Mathematics & Information Sciences (2017): http://dx.doi.org/10.18576/amis/110617. Published • 10.18576/amis/110617
Online resource	Beatriz Flamia Azevedo; Fernandes, Florbela P.; de Fatima Pacheco, Maria; Ana I. Pereira. Dataset for Assessing Mathematics Learning in Higher Education. 2024. https://doi.org/10.34620/dadosipb/PW3OWY. Beatriz Cristina Flamia de Azevedo. Study of genetic algorithms for optimization problems. 2020.

Activities

Supervision

	Thesis Title Role	Degree Subject (Type) Institution / Organization
2022 - 2023	Acceleration of data processing in the management of environmental sensors in a forestry context. Co-supervisor	Master in Informatic Engeneering (Master) Instituto Politécnico de Bragança, Portugal
2020/10 - 2021	Information Management Optimization of the SAFe project Co-supervisor

Event organisation

	Event name Type of event (Role)	Institution / Organization
2024 - 2024	OL2A 2024: International Conference on Optimization, Learning Algorithms and Applications 2024 (2024 - 2024) Conference (Member of the Organising Committee)	Universidad de La Laguna, Spain
2023 - 2023	OL2A 2023: International Conference on Optimization, Learning Algorithms and Applications 2023 (2023) Conference (Member of the Organising Committee)	Universidade dos Açores, Portugal
2022/10 - 2022/10	2nd International Conference on Optimization, Learning Algorithms and Applications 2021 (2022/10 - 2022/10) Conference (Member of the Organising Committee)
2022 - 2022	ICCSA - 22nd International Conference on Computational Science and Its Applications (2022/07/04 - 2022/07/07) Conference (Member of the Organising Committee)	Universidad de Málaga, Spain
2021 - 2021	OL2A: International Conference on Optimization, Learning Algorithms and Applications 2021 (2021/07/19 - 2021/07/21) Conference (Member of the Organising Committee)	Instituto Politécnico de Bragança, Portugal

Conference scientific committee

	Conference name	Conference host
2023 - Current	7th International Conference on Computer Science and Application Engineering
2023 - Current	International Conference on Computer Science and Software Engineering
2023 - Current	The Latin American Workshop on Information Fusion	UFRJ

Course / Discipline taught

	Academic session	Degree Subject (Type)	Institution / Organization
2023/02 - 2023/07	Computing Methods	Engenharia Electrotécnica (Licenciatura)	Instituto Politécnico de Bragança, Portugal
2022/07/25 - 2022/07/29	SusTec Summer School	(Curso de Especialização Tecnológica)	Instituto Politécnico de Bragança, Portugal
2022 - 2022	Verão Tec Pro 2022 - MathE
2021/07/19 - 2021/07/23	MathE - Study Support System		Instituto Politécnico de Bragança Centro de Investigação em Digitalização e Robótica Inteligente, Portugal

Journal scientific committee

	Journal title (ISSN)	Publisher
2024 - Current	Journal of Computational Social Science	Springer
2024 - Current	Information Systems Frontiers	Springer
2024 - Current	Journal of Sustainable Forestry	Taylor and Francis
2024 - Current	Fire	MPDI
2024 - Current	Journal of Infrastructure, Policy and Development	EnPress
2023 - Current	International Journal of Sensors, Wireless Communications and Control (2210-3279)	Bentham
2023 - Current	Journal of Intelligent Manufacturing	Springer
2023 - Current	Heliyon	Elsevier

Mentoring / Tutoring

	Topic	Student name
2024/07 - Current	MathE pedagogical materials development.	Ana Julia Briganti
2024 - Current	MathE webpage development	Tania Silva
2023 - Current	Imath Prototype Development - Phase II	Gabriel Leite
2024/10 - 2025/02	Literature Review about Digital Collaborative Systems of teaching and learning.	Flavia F. Pszybylski
2024/10 - 2025/02	Artificial Intelligence in Research and Bussines	Larissa V. R. de Araujo
2024/10 - 2025/02	Data analysis and machine learning applied in real problems	Eric S. Godinho
2022/11 - 2023/02	Imath Prototype Development - Phase I	Rafael Mancuzzo
2021/10 - 2022/02	Assessment of the Impacts of the IPBike Project	Nordianto H. Sanan
2020/10 - 2021/02	LoRaWAN Gateway signal distribution study	Denilson Alvez
2020/10 - 2021/02	Preparation of a Didactic Bench to demonstrate the SAFe project.	Daiane Ferreira

Distinctions

Award

2024	IMFAHE Shark Tank Competition Award IMFAHE foundation / USA, United States
2024	IMFAHE - Global Fellowship IMFAHE foundation / USA, United States
2021	Award at Angelini University Award - Best Project Video with 22618 public votes Angelini ACRAF SpA, Italy
2019	Award at Contest Promove of Transforming Ideas of La Caixa Foundation Fundação La Caixa, Portugal
2011	Kumon English Talent Student Award
2008	Bronze Medal in the XI Brazilian Astronomy and Astronautics Olympiad Sociedade Astronômica Brasileira , Brazil Agência Espacial Brasileira, Brazil
2008	Kumon Mathematic Talent Student Award (three consecutive years 2008, 2009, 2010) Kumon Educational Institute, Brazil
2007	Honorable Mention in the II Brazilian Mathematics Olympiad of Public Schools Ministério da Ciência Tecnologia Inovações e Comunicações, Brazil

Other distinction

2024	IMFAHE outstanding student IMFAHE foundation / USA, United States
2021	Semifinalist at Angelini University Award with the project Sistema Colaborativo para gestão e monitorização de cuidados de saúde no domicílio através de uma app/plataforma digital e algoritmos inteligentes.
2021	Erasmus Fellowship ERASMUS, Portugal
2021	PhD Fellowship FCT FCT Fundação para a Ciência e Tecnologia, Portugal
2019	Douple Degree Scholarship (UTFPR and IPB) Instituto Politécnico de Bragança, Portugal