João Rodrigues Campos (8617-C1B5-B45F)

Curriculum Vitae

João Rodrigues Campos

João R. Campos is an Assistant Professor at UC and a full member of CISUC and the Software and Systems Engineering (SSE) research group. His research focuses on exploring and using advanced AI and ML to develop more dependable and secure systems, promoting the field of Intelligent Dependability. His work covers topics such as fault injection and online failure prediction, vulnerability and intrusion detection, safety assurance of AI-based safety-critical systems, and security assessment of NLP-based systems. Leveraging his interdisciplinary background he also researches the use of advanced AI-based solutions in other domains, ranging from Health and Sports, Medicine, Biomedicine, Psychology, and Social Sciences to Physics and Electrical Engineering. He has authored and co-authored various publications in the top international peer-reviewed venues. He acts as a reviewer to leading conferences (e.g., IEEE ISSRE, IFIP/IEEE DSN, USENIX ATC) and journals (e.g., IEEE TDSC, IEEE TR, IEEE TSE Engineering). Over the years he has participated in several national and international interdisciplinary R&D projects. He is currently the coordinator of NEXUS WP7 (Cybersecurity and Cyberresilience services) at UC. He is also the representative from CISUC in THOR-SR, an astrophysics project funded by the European Space Agency (ESA).

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Identificação

Identificação pessoal

Nome completo: João Rodrigues Campos

Nomes de citação

Campos, Joao R.

Identificadores de autor

Ciência ID: 8617-C1B5-B45F
ORCID iD: 0000-0002-4623-764X
Google Scholar ID: _kcaqoEAAAAJ

Endereços de correio eletrónico

jrcampos@dei.uc.pt (Profissional)

Websites

http://www.joaorcampos.com/ (Pessoal)

Domínios de atuação

Ciências da Engenharia e Tecnologias - Engenharia Eletrotécnica, Eletrónica e Informática

Idiomas

Idioma	Conversação	Leitura	Escrita	Compreensão
Alemão	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)
Inglês	Utilizador independente (B1)	Utilizador independente (B1)	Utilizador independente (B1)	Utilizador independente (B1)
Francês	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)
Espanhol; Castelhano	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)	Utilizador elementar (A1)

Formação

	Grau	Classificação
2017/09 - 2022/01/27 Concluído	Doctoral Program in Information Science and Technology (Doutoramento) Universidade de Coimbra Departamento de Engenharia Informática, Portugal "Advanced Online Failure Prediction Through Machine Learning" (TESE/DISSERTAÇÃO)	Louvor e Distinção por Unanimidade
2017 Concluído	Master in Informatics Engineering - Intelligent Systems (Mestrado) Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal "Prediction of Mitochondrial Toxicity Indexes for Pharmacological Compounds" (TESE/DISSERTAÇÃO)	18
2014 Concluído	Mestrado em Comércio Electrónico (Curso de mestrado (conclusão do curso de especialização)) Instituto Politécnico de Coimbra, Portugal	16
2010 Concluído	Engenharia Informática (Licenciatura) Instituto Politécnico de Coimbra, Portugal "Algoritmos Evolucionários para Ambientes Dinâmicos: Estudos sobre Operadores Genéticos e Diversidade" (TESE/DISSERTAÇÃO)	13

Percurso profissional

Docência no Ensino Superior

	Categoria Profissional Instituição de acolhimento	Empregador
2023/07 - Atual	Professor Auxiliar (Docente Universitário)	Universidade de Coimbra, Portugal

2022/02/07 - 2023/06	Professor Auxiliar Convidado (Docente Universitário)	Universidade de Coimbra Departamento de Engenharia Informática, Portugal

2020/09 - 2022/02/06	Assistente Convidado (Docente Universitário)	Universidade de Coimbra Departamento de Engenharia Informática, Portugal

Outras Carreiras

	Categoria Profissional Instituição de acolhimento	Empregador
2008 - 2017	Coordenador Técnico (Assistente Técnico)	ModernCode, Estados Unidos

Projetos

Bolsa

	Designação	Financiadores
2022/02 - Atual	POWER - Empowering a digital future POCI-01-0247-FEDER-070365 Investigador
2020 - 2022/11	AIDA: Adaptive, Intelligent and Distributed Assurance Platform POCI-01-0247-FEDER-045907 Investigador
2019/01 - 2022/01	Advance Online Failure Prediction through Machine Learning and Evolutionary Computation SFRH/BD/140221/2018	Fundo Regional para a Ciência e Tecnologia
2019 - 2021/06	TalkConnect - Voice Architecture over Distributed Network POCI-01-0247-FEDER-039676 Investigador
2018 - 2021/06	METRICS: Monitoring and Measuring the Trustworthiness of Critical Cloud Systems POCI-01-0145-FEDER-032504 Investigador
2017/11 - 2019/10	ATMOSPHERE: Adaptive, Trustworthy, Manageable, Orchestrated, Secure, Privacy-assuring, Hybrid Ecosystem for REsilient Cloud Computing 777154	European Commission

Projeto

	Designação	Financiadores
2023/01 - 2025/12	THOR-SR - TGF and High-energy Astrophysics Observatory for gamma-Rays on board the Space Rider 4000141332	European Space Agency
2022/01 - 2025/12	NEXUS Innovation Pact - Green and Digital Transition for Transport, Logistics and Mobility 02-C05-i01.01-2022.PC645112083-00000059	Agência para a Competitividade e Inovação IP Em curso
2023/09 - 2025/04	NEURASPACE - AI Fights Space Debris 02/C05-i01.01/2022.PC644877546-00000020	Agência para a Competitividade e Inovação IP Em curso
2023/01 - 2024/01	Profiling the Impact of Physical Activity Using Infra-Red Spectroscopy and Machine Learning Non-Invasive Sampling mapfre	Fundación Mapfre
2019/01/01 - 2019/12/31	CENTRO DE INFORMÁTICA E SISTEMAS DA UNIVERSIDADE DE COIMBRA UID/CEC/00326/2019 154639UID Universidade de Coimbra, Portugal Universidade de Coimbra Centro de Informatica e Sistemas, Portugal	Fundação para a Ciência e a Tecnologia Concluído

Produções

Publicações

Artigo em conferência	João R. Campos; Rodrigo Pato Nogueira. "Statistical Process Control for Supporting OS-level Failure Prediction". 2024. 10.5753/wtf.2024.2912 Anamta Khan; João R. Campos; Naghmeh Ivaki; Henrique Madeira. "A Machine Learning driven Fault Tolerance Mechanism for UAVs’ Flight Controller". 2023. 10.1109/prdc59308.2023.00034 João R. Campos; Rodrigo Machado; Marco Vieira. "Leveraging Time Series Autocorrelation Through Numerical Differentiation for Improving Failure Prediction". 2023. 10.1145/3615366.3615423 Bukhtawar Zamir; João R. Campos; Marco Vieira. "Advanced Machine Learning for Runtime Data Generation". 2023. 10.1145/3615366.3622793 João R. Campos; Ernesto Costa; Marco Vieira. "Online Failure Prediction Through Fault Injection and Machine Learning: Methodology and Case Study". 2023. 10.1109/issre59848.2023.00021 Catarina Maçãs; João R. Campos; Nuno Lourenço. "Understanding the Forest: A Visualization Tool to Support Decision Tree Analysis". 2023. 10.1109/iv60283.2023.00047 João R. Campos; Ernesto Costa; Marco Vieira. "On the Applicability of Machine Learning-based Online Failure Prediction for Modern Complex Systems". 2022. 10.1109/edcc57035.2022.00019 João R. Campos; Ernesto Costa; Marco Vieira. "A Dataset of Linux Failure Data for Dependability Evaluation and Improvement". 2022. 10.1109/dsn-w54100.2022.00024 D'Abruzzo Pereira, José; Campos, Joao R.; Marco Vieira. "Machine Learning to Combine Static Analysis Alerts with Software Metrics to Detect Security Vulnerabilities: An Empirical Study". 2021. 10.1109/edcc53658.2021.00008 Campos, Joao R.; Costa, Ernesto. "Fault Injection to Generate Failure Data for Failure Prediction: A Case Study". 2020. 10.1109/issre5003.2020.00020 Pereira, Jose D'Abruzzo; Campos, Joao R.; Vieira, Marco. "An Exploratory Study on Machine Learning to Combine Security Vulnerability Alerts from Static Analysis Tools". 2019. 10.1109/ladc48089.2019.8995685 Campos, Joao R.; Vieira, Marco; Costa, Ernesto. "Propheticus: Machine Learning Framework for the Development of Predictive Models for Reliable and Secure Software". 2019. 10.1109/issre.2019.00026 Joao R. Campos; Marco Vieira; Ernesto Costa. "Exploratory Study of Machine Learning Techniques for Supporting Failure Prediction". 2018. 10.1109/edcc.2018.00014
Artigo em revista	Catarina Maçãs; João R Campos; Nuno Lourenço; Penousal Machado. "Visualisation of Random Forest classification". Information Visualization (2024): http://dx.doi.org/10.1177/14738716241260745. 10.1177/14738716241260745 Joao R. Campos; Ernesto Costa; Marco Vieira. "Online Failure Prediction for Complex Systems: Methodology and Case Studies". IEEE Transactions on Dependable and Secure Computing (2022): https://doi.org/10.1109/TDSC.2022.3192671. 10.1109/TDSC.2022.3192671 Joao R. Campos; Ernesto Costa; Marco Vieira. "Improving Failure Prediction by Ensembling the Decisions of Machine Learning Models: A Case Study". IEEE Access 7 (2019): 177661-177674. https://doi.org/10.1109/ACCESS.2019.2958480. 10.1109/ACCESS.2019.2958480
Capítulo de livro	João R. Campos; Ernesto Costa; Marco Vieira. "On Configuring a Testbed for Dependability Experiments: Guidelines and Fault Injection Case Study". 419-433. Springer International Publishing, 2020. 10.1007/978-3-030-54549-9_28 Simões, Anabela; Carvalho, Rui; Campos, João; Costa, Ernesto. "A Study on Population’s Diversity for Dynamic Environments". In Adaptive and Natural Computing Algorithms, 300-309. Springer Berlin Heidelberg, 2011. 10.1007/978-3-642-20282-7_31
Poster em conferência	R. M. Curado Da Silva; J. M. Maia; J. R. Campos; G. Falcão; F. Pinheiro; M. Abreu; M. Caine; et al. "THOR-SR: TGF and High-energy astrophysics Observatory for gamma-Rays on board the Space Rider". 2024. 10.1109/nss/mic/rtsd57108.2024.10655687 Francisco, Cristiana; Silva, Rui; Pinheiro, Fernando; Pereira, Jorge; Sousa, José; Falcao, Gabriel; Trindade, Alexandre; et al. Autor correspondente: Francisco, Cristiana. "Space Radiation in Low Earth Orbit and Space Weather on Board the Space Rider". Trabalho apresentado em FISICA 2024 - 24ª Conferência Nacional de Física e 34º Encontro Ibérico para o Ensino da Física, 2024.

Atividades

Orientação

	Título / Tema Papel desempenhado	Curso (Tipo) Instituição / Organização
2024 - Atual	IoT DevSecOps Coorientador	Universidade Estadual de Campinas, Brasil
2024 - Atual	Evaluating Security in LLMs via Prompt Injection Orientador	Universidade de Coimbra, Portugal Università degli Studi di Milano-Bicocca, Itália
2024 - Atual	Leveraging Large Language Models for Trustworthiness Assessment of Web Applications Orientador
2024 - Atual	On the Use of Historical Static Data to Predict Software Vulnerable Code Coorientador
2024 - Atual	Data Analysis for Detecting Patterns and Understanding Characteristics of Failure Modes in Linux OS Orientador
2024 - Atual	Leveraging Large Language Models for Software Vulnerability Detection Orientador
2024 - Atual	A Dependability and Security Benchmark for SDN Controllers Orientador
2024 - Atual	Forecasting the Impact of Space Weather in Satellite Orbits Coorientador
2024 - Atual	Threat Intelligence for the Internet of Things Environments Coorientador	Universidade Federal Rural de Pernambuco, Brasil
2024 - Atual	Evaluation of Performance and Energy Consumption in Datawarehouses for Satellite Data Coorientador
2023 - Atual	ADVERSARIAL TECHNIQUES FOR THE EVALUATION AND IMPROVEMENT OF INTRUSION DETECTION SYSTEMS Orientador
2023 - Atual	AI-based Safety-critical Components Orientador
2023 - Atual	Space Rider maiden flight orbital particles identification using machine learning techniques Coorientador
2022 - Atual	Generative AI for Dependability and Security Orientador
2023 - 2024	NIS2 DIRECTIVE ANALYSIS AND PREPERATION FOR ITS IMPLEMENTATION Orientador
2023 - 2024	BENCHMARKING SDN CONTROLLERS Orientador
2023 - 2024	DEVELOPMENT OF DATA ANALYSIS SOFTWARE FOR THE THOR MISSION ABOARD THE SPACE RIDER Orientador
2022 - 2023	N8 CLOUD NATIVE Orientador

Arbitragem científica em conferência

	Nome da conferência	Local da conferência
2024 - 2024	IEEE/IFIP International Conference on Dependable Systems and Networks
2024 - 2024	USENIX Annual Technical Conference
2024 - 2024	IEEE International Workshop on Reliable and Secure AI for Software Engineering
2024 - 2024	Latin-American Symposium on Dependable and Secure Computing
2024 - 2024	Safe, Secure and Robust AI Track at the SAC25
2024 - 2024	Latin-American Workshop on Safe and Secure Vehicles
2023 - 2023	IEEE/IFIP International Conference on Dependable Systems and Networks
2023 - 2023	European Dependable Computing Conference
2023 - 2023	International Symposium on Software Reliability Engineering
2023 - 2023	Software Quality, Reliability, and Security
2022 - 2022	IEEE/IFIP International Conference on Dependable Systems and Networks	Baltimore, Maryland, USA
2022 - 2022	IEEE/IFIP International Conference on Dependable Systems and Networks	Baltimore, Maryland, USA
2022 - 2022	IEEE/IFIP International Conference on Dependable Systems and Networks	Baltimore, Maryland, USA
2022 - 2022	International Symposium on Software Reliability Engineering	Charlotte, North Carolina, USA
2022 - 2022	International Conference on Software Quality, Reliability and Security	Guangzhou, China
2022 - 2022	International Symposium on the Modeling, Analysis, and Simulation of Computer and Telecommunication Systems	Nice, France
2021 - 2021	European Dependable Computing Conference	Munich, Germany
2021 - 2021	International Symposium on Software Reliability Engineering	Wuhan, China
2021 - 2021	International Symposium on the Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
2021 - 2021	International Conference on Software Quality, Reliability and Security	Hainan, China
2020 - 2020	DEXA	Bratislava, Slovakia
2020 - 2020	IEEE International Conference on Distributed Computing Systems	Singapore
2020 - 2020	IEEE Symposium on Modelling, Analysis, and Simulation of Computer and Telecommunication Systems	Nice, France
2020 - 2020	International Conference on Scientific and Statistical Database Management	Vienna, Austria
2020 - 2020	IEEE/IFIP International Conference on Dependable Systems and Networks	Taipei, Taiwan
2020 - 2020	IEEE Symposium on Modelling, Analysis, and Simulation of Computer and Telecommunication Systems	Nice, France
2019 - 2019	IEEE/IFIP International Conference on Dependable Systems and Networks	Portland, Oregon, USA
2019 - 2019	European Dependable Computing Conference	European Dependable Computing Conference
2019 - 2019	Software Quality, Reliability, and Security	Sofia, Bulgaria

Arbitragem científica em revista

	Nome da revista (ISSN)	Editora
2024 - 2024	IEEE Transactions on Dependable and Secure Computing
2024 - 2024	Journal of Systems and Software
2023 - 2023	Service Oriented Computing and Applications
2023 - 2023	Reliability Engineering & System Safety
2023 - 2023	Transactions on Emerging Telecommunications Technologies
2023 - 2023	Transactions on Dependable and Secure Computing
2023 - 2023	Transactions on Software Engineering
2022 - 2022	Software Quality Journal
2022 - 2022	Software Quality Journal
2022 - 2022	IEEE Transactions on Dependable and Secure Computing
2022 - 2022	IEEE Transactions on Dependable and Secure Computing
2022 - 2022	IEEE Transactions on Dependable and Secure Computing
2022 - 2022	IEEE Transactions on Dependable and Secure Computing
2022 - 2022	Service Oriented Computing and Applications
2021 - 2021	IEEE Transactions on Dependable and Secure Computing
2021 - 2021	IEEE Access
2021 - 2021	IEEE Transactions on Dependable and Secure Computing
2020 - 2020	Computational Intelligence
2019 - 2019	IEEE Transactions on Dependable and Secure Computing

Distinções

Prémio

2023	Best Paper Award
2021	Best Paper Award
2018	Best Paper Award