Activity

Since 2004

Professor @ Polytechnic of Leiria; School of Technology and Management (ESTG)

from September 2004 to present day

Responsible for the following classes:

  • Computers networking (Bachelor on Computer Engineering)
  • Datacenters infrastructures (Bachelor in Computer Engineering)
  • Computers networks and systems administration (Bachelor in Computer Engineering)
  • Computers networks security (MSc in Cybersecurity and Digital Forensics

Supervision of MSc dissertations and (co)supervision of Ph.D thesis.

R&D projects in co-promotion with companies and business associations.


[2017-2023] Course coordinator: MSc in Cybersecurity and Digital Forensics

[Since 2014] Course coordinator: Post-graduation in information security and digital forensics

[Since 2013] Member of the ESTG-IPLeiria Scientific Council.

[Since 2023] President of the ESTG-IPLeiria Scientific Council.

[2014-2017]: Member of the ESTG-IPLeiria Council of Representatives.

[2011-2015]: Course coordinator: BSc in Computers Networks Engineering.

[2011-2014]: Course coordinator: Technical Course on Computer Networks.

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2019 - 2024

Invited Professor @ Coimbra Business School | ISCAC

Since September 2019

Classes:

  • Computers networking
  • Information security

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Since 2007

Researcher @ INESC TEC; CRACS

Since 2007

Effective member and senior researcher.

Main research activities: Cybersecurity, Networking security, Systems and Network Administration, Network Intrusion Detection Systems, Anomaly detection, Artificial Immune Systems, Bioinspired Computational Models, Machine Learning.

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Since 2014

Researcher @ CIIC; Polytechnic of Leiria

Since 2014

Researcher.

Main research activities: Cybersecurity, Networking security, Systems and Network Administration, Network Intrusion Detection Systems, Anomaly detection

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2001 - 2004

Lecturer @ Polytechnic of Coimbra; School of Engineering (ISEC)

from March 2001 to September 2004

Classes:

  • Computers networking
  • Distributed Systems
  • Final Project supervision

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1988 - 2001

ICT Project Manager and SysAdmin @ Sonae

from 19888 to 2001

  • 1998-2001: Project leader and senior consultant for ICT projects: As a project leader and senior consultant, I specialized in Unix systems and networks. My responsibilities included pre-sales and technical consulting, as well as managing multiple projects primarily in the ICT and retail sectors. My role required a deep understanding of complex systems and the ability to lead teams to deliver successful project outcomes.

  • 1995-1998: Senior Systems and Networks Administrator: In this role, I oversaw the administration and management of various Unix systems, including AIX, HP-UX, and Linux. I played a key role in several projects aimed at implementing high-availability solutions for critical business services using UNIX clustering technologies. My expertise ensured the reliability and efficiency of these essential systems.

  • 1988-1995: system and networks manager: During this period, I managed multiple ICT infrastructures based on Unix systems (AIX, HP-UX), IBM proprietary architectures (AS/400, S/36, and S/38), and VAX-VMS. My responsibilities included overseeing the performance and security of these systems, ensuring they met the needs of the organization and supported its strategic goals.

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Education


University of Porto - Faculty of Sciences

2011

Ph.D in Computer Science

Thesis: "An artificial immune system for anomaly detection based on dynamic tunable activation thresholds" [Abstract]

2001

MSc in Informatics, branch of Systems and Networks

Dissertation: "Administração Centralizada de Grupos de Sistemas Unix / Centralized Remote Administration of Groups of UNIX Machines" [Abstract]

Polytechnic of Porto - School of Engineering (ISEP)

1999

Degree (Licenciatura) in Computers Enginnering

1997

Degree (Bacharelato) in Computers Enginnering

Research

Research interests

  • Cybersecurity and cyberawareness
  • Information Security
  • Digital Forensics Analysis
  • Computers Networks and Datacenters: infrastructure, administration, virtualization, and security
  • Machine Learning
  • Anomalies/Network Intrusions detection and classification

  • R&D Projects

  • Centro de Competências em Cibersegurança – Centro [1/7/2024 - 31/3/2026]
  • Agricity [1/4/2021 - 27/6/2023]
  • S4AGRO - Soluções Sustentáveis para o Setor Agroindustrial [24/4/2020 - 30/6/2023]
  • LOG IN INNOVATION [02/2018 - 08/2020]

  • Tools and applications

  • Benford's Law for anomaly detection - data generator
  • Benchmarking IoV datasets with machinle learning methods
  • Benford's Law based application to detect tampered images
  • Automated Repository for Management of Complex Documentation
  • Deep fake detector
  • Hate speech detector (MSc Luis Neves)
  • Annotated Corpus of Criminal-Related Portuguese Documents
  • Router Configuration Generator for GNS3
  • BenchmarkIDS
  • LogFusion@Perl
  • Drift Oriented Tool System
  • IPv6 @ ESTG-Leiria

  • Students Supervision

    PhD Students supervision

  • Pedro Alexandre Clemente Fernandes; “Benford’s Law applied to anomaly detection”; Technical University of Shannon (TUS), Ireland; Jointly co-supervised by Prof. Dr. Seamus O’Ciardhuain. [ONGOING]

  • 06/2021; Gonçalo José Freitas Carnaz; “A graph-based framework for data retrieved from criminal-related documents”; University of Évora; Jointly co-supervised by Prof. Dr. Vítor Manuel Beires Pinto Nogueira.


  • MSc Students supervision

  • Diogo Henrique Moreira Andrade (Polytechnic of Leiria; jointly co-supervised by Prof. Carlos Antunes) [ONGOING]

  • Carlos Guilherme Tereso dos Santos Pedro (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Marisa Maximiano and Prof. Ricardo Gomes) [ONGOING]

  • Francisco Marques Sanches Lopes (Polytechnic of Leiria) [ONGOING]

  • Maria Cipriano Espírito Santo (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Ana Lisboa) [ONGOING]

  • João Nobre Francisco (Polytechnic of Leiria) [ONGOING]

  • 02/2026; Ágata Palma (Polytechnic of Coimbra - ISEC; jointly co-supervised by Prof. Dr. Ana Alves)

  • 12/2025; Cristiana Isabel Santos Sousa (Polytechnic of Leiria)

  • 11/2025; Patrícia Isabel Santos Martinho (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Rui Santos)

  • 11/2024; José Miguel Braga Frade (Polytechnic of Leiria)

  • 10/2024; Jennifer Nicole Aguirre Montenegro (Polytechnic of Leiria)

  • 07/2024; Filipe André Pereira Bagagem (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Marisa Maximiano and Prof. Ricardo Gomes)

  • 06/2024; Jorge Fernando da Cunha Coelho (Polytechnic of Coimbra - ISCAC | Coimbra Business School, jointly co-supervised by Prof. Dr. Isabel Pedrosa)

  • 11/2023; Vasco Mucha Barros (University of Porto, jointly co-supervised by Prof. Dr. Manuel E. Correia)

  • 11/2023; João Pedro Pinto Dias Da Ponte Ferreira (Polytechnic of Leiria; jointly co-supervised by Prof. Dr.Marisa Maximiano and Prof. Ricardo Gomes)

  • 11/2023; Miguel Ângelo Saragoça Soares (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Marisa Maximiano and Prof. Ricardo Gomes)

  • 11/2023; Pedro Miguel Dos Santos Alexandre (Polytechnic of Leiria)

  • 06/2023; Ana Teresa Aguiar Carreiro (Lisbon School of Health Technology, Polytechnic of Lisbon, jointly supervised by Prof. Dr. Carina Silva)

  • 11/2022; Vítor Manuel Sabino Morais (Polytechnic of Leiria)

  • 11/2022; Luís Henrique Pereira Neves (Polytechnic of Leiria)

  • 07/2022; Bruno Filipe Diogo Azinheira (Polytechnic of Leiria; jointly co-supervised by Prof. Dr. Marisa Maximiano and Prof. Ricardo Gomes)

  • 07/2022; Diana Esteves Carvalho D’Egas (University of Porto, jointly co-supervised by Prof. Dr. Manuel E. Correia)

  • 07/2022; David Miguel dos Santos Maia (University of Porto, jointly co-supervised by Prof. Dr. Manuel E. Correia)

  • 07/2022; Pedro Alexandre Clemente Fernandes (Polytechnic of Leiria)

  • 07/2021; Sara Cardoso Ferreira (University of Porto, jointly co-supervised by Prof. Dr. Manuel E. Correia)

  • 12/2021; Frederico Manuel Ferreira Marques (Polytechnic of Leiria)

  • 12/2020; Ana Carolina Silvério Dias (Polytechnic of Leiria)

  • 10/2020; Paulo Jorge Gomes Ferreira (Polytechnic of Leiria)

  • 12/2019; Paulo Manuel Nunes (Lisbon School of Health Technology, Polytechnic of Lisbon, jointly supervised by Prof. Dr. Carina Silva)

  • 11/2019; Hugo Filipe Fontainhas Baptista (Polytechnic of Leiria)

  • 10/2019; João Filipe da Silva Cunha (Polytechnic of Leiria, jointly co-supervised by Prof. Dr. Catarina Silva)

  • 10/2018; Rafael Domingues Vieira (Polytechnic of Leiria, jointly co-supervised by Prof. Dr. Catarina Silva)

  • 05/2018; João Pedro Leal dos Santos (Polytechnic of Leiria, jointly co-supervised by Prof. Dr. Catarina Silva)

  • 11/2017; Dário Gabriel da Cruz Santos (Polytechnic of Leiria, jointly co-supervised by Prof. Dr. Catarina Silva)

  • 11/2017; João Vitória Silva (Polytechnic of Leiria)

  • 05/2016; Joaquim José Abrantes Pinto Bernardes Barranca (Polytechnic of Leiria, jointly co-supervised by Prof. Dr. Catarina Silva)

  • 12/2015; Rodrigo José Lopes Emiliano (Polytechnic of Leiria)

  • 12/2012; Albano Coromoto Ferreira Afonso (Polytechnic of Leiria)

  • 12/2012; Jorge Miguel Vidigueira Simões Gil (Polytechnic of Leiria)

  • Publications


    Books

    NEW -> Mário Antunes, Baltazar Rodrigues; "Introdução à Cibersegurança - a Internet, os aspetos legais e a análise digital forense" - 2ª edição atualizada" ; November 2022; ISBN: 978-972-722-924-6; Editor: FCA

    Mário Antunes, Baltazar Rodrigues; "Introdução à Cibersegurança - a Internet, os aspetos legais e a análise digital forense"; 1ª edição; April 2018; ISBN: 978-972-722-861-4; Editor: FCA

    Proceedings

    Ana Maria Madureira, Ajith Abraham, Niketa Gandhi, Catarina Silva, Mário Antunes; "Proceedings of 10th International Conference on Soft Computing and Pattern Recognition (SocPar 2018) - Advances on Intelligent Systems and Computing"; April 2019; Vol.942; ISBN: 978-3-030-17064-6; Editor: Springer


    Journals

    Pedro Fernandes, Seamus Ó’Ciardhuáin, Mário Antunes; "Distance-based feature selection using Benford’s law for malware detection"; Computers & Security, 104625, Elsevier, August 2025 [PDF]

    Ágata Palma, Mário Antunes, Jorge Bernardino, Ana Alves; "Multi-class Intrusion Detection in Internet of Vehicles: Optimizing Machine Learning Models on Imbalanced Data"; Future Internet, 17(4):162; April 2025 [PDF]

    José Frade, Mário Antunes; "An Automated Repository for Efficient Management of Complex Documentation"; Information, 16(3):205; March 2025 [PDF]

    Pedro Fernandes, Seamus Ó’Ciardhuáin, Mário Antunes; "Unveiling malicious network flows using Benford’s Law"; Mathematics 2024, 12(15), 2299: 2024 [PDF]

    Bruno Azinheira, Mário Antunes, Marisa Maximiano, Ricardo Gomes; "Information Security and Cybersecurity Assessment in SME - An Implementation Methodology"; Journal of Global Business and Technology (JGBAT) 19.1; pp.78-95; 2023 [PDF]

    Pedro Fernandes, Mário Antunes; "Benford's Law Applied to Digital Forensic Analysis"; Forensic Science International: Digital Investigation; 45 (2023): 301515; January 2023 [PDF]

    Mário Antunes, Marisa Maximiano, Ricardo Gomes; "A Client-centered Information Security and Cybersecurity Auditing Framework"; Applied Sciences; 12(9):4102; April 2022 [PDF]

    Mário Antunes, Luís Oliveira, Afonso Seguro, João Veríssimo, Ruben Salgado, Tiago Murteira; "Benchmarking deep learning methods for behaviour-based network intrusion detection"; Informatics; 9(1):29; March 2022 [PDF]

    Mário Antunes, Carina Silva, Frederico Marques; "An Integrated Cybernetic Awareness Strategy To Assess Cybersecurity Attitudes and Behaviours in School Context"; Applied Sciences; 11(23):11269; November 2021 [PDF]

    Sara Ferreira, Mário Antunes, Manuel E. Correia; "A Dataset of Photos and Videos for Digital Forensics Analysis using Machine Learning Processing"; Data; Vol.(6) No.8:87; August 2021 [PDF]

    Gonçalo Carnaz, Mário Antunes, Vitor B. Nogueira; "An Annotated Corpus of Criminal-Related Portuguese Documents for NLP and Machine Learning Processing"; Data; Vol.(6) No.7:71; June 2021 [PDF]

    Sara Ferreira, Mário Antunes, Manuel E. Correia; "Exposing Manipulated Photos and Videos in Digital Forensics Analysis"; Journal of Imaging"; Vol.(7), No.7:102; June 2021; [PDF]

    Gonçalo Carnaz, Vitor B. Nogueira, Mário Antunes; "A Graph Database Representation of Portuguese Criminal-Related Documents";Informatics"; Vol.(2):37 June 2021; [PDF]

    Mário Antunes, Marisa Maximiano, Ricardo Gomes, Daniel Pinto; "Information Security and Cybersecurity Management: a Case Study with SMEs in Portugal"; Journal of Cybersecurity and Privacy (JCP); Vol.1(2); pp.219-238; April 2021; [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Boosting Dynamic Ensemble’s Performance in Twitter"; Journal of Neural Computing and Applications (NCAA); Vol.32; pp. 10655–10667; Editor: Springer; November 2019 [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Adaptive Learning for Dynamic Environments: a Comparative Approach"; Engineering Applications of Artificial Intelligence (EAAI); Vol.2 , pp. 336-345 , Editor: Elsevier; 2017 [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Customized crowds and active learning to improve classification"; Expert Systems with Applications (ESWA); Editor: Elsevier; Vol.40 ; pp. 7212-7219; August 2013 [PDF]


    Book chapters

    Mário Antunes, Manuel E. Correia; "Temporal Anomaly Detection: an artificial immune approach based on T-Cell activation, clonal size regulation and homeostasis"; Editor: Springer, on Advances in Computational Biology - in book series Advances in Experimental Medicine and Biology (AEMB'10); Vol.680, (chapter 33); pp. 291-298; ISBN: 978-1-4419-5912-6; DOI: 10.1007/978-1-4419-5913-3_33 [PDF]


    Conference Papers - peer reviewed

    Ágata Palma, Mário Antunes, Ana Alves; "An Optimized Multi-class Classification for Industrial Control Systems"; 12th Iberian Conference on Pattern Recognition and Image Analysis (IBPria'2025); LNCS 15937, pp.28-40 ; Editor: Springer; July 2025, Coimbra, Portugal [PDF]

    Pedro Fernandes, Séamus Ó Ciardhuáin, Mário Antunes; "Enhancing IoMT security by using Benford’s law and distance functions"; 12th Iberian Conference on Pattern Recognition and Image Analysis (IBPria'2025); LNCS 15937; pp.54-67; Editor: Springer; June 2025, Coimbra, Portugal [PDF]

    José Areia, Bruno Santos, Mário Antunes; “Dvorak: A Browser Credential Dumping Malware” ; 21st International Conference on Security and Cryptography (SECRYPT); pp. 434-441; July 2024; Dijon, France [PDF]

    Ana Carreiro, Carina Silva, Mário Antunes; “Health-Cy-Game: a way for gamifying cyber awareness in health” ; 3rd International Workshop on Gamification and Motivational Technologies (GAMOTEC23); pp. 21-24; November 2023; Zaragoça, Spain [PDF]

    Pedro Fernandes, Seamus Ó’Ciardhuáin, Mário Antunes; “Uncovering manipulated files using mathematical natural laws”; 26th Iberoamerican Congress on Pattern Recognition (CIARP 2023); pp. 46-62; Editor: Springer; November 2023, Coimbra, Portugal [PDF]

    Ana Carreiro, Carina Silva, Mário Antunes; "The use of gamification on cybersecurity awareness of healthcare professionals”; International Conference on Health and Social Care Information Systems and Technologies (HCist'2023); vol. 239; pp. 526-533; Editor: Elsevier; November 2023, Porto, Portugal [PDF]

    Bruno Azinheira, Mário Antunes, Marisa Maximiano, Ricardo P. Gomes; "A methodology for mapping cybersecurity standards into governance guidelines for SME in Portugal”; Conference on ENTERprise Information Systems (CENTERIS'22); Editor: Elsevier; November 2022, Lisbon, Portugal [PDF]

    Mário Antunes, Marisa Maximiano, Ricardo P. Gomes; "A Customizable Web Platform to Manage Standards Compliance Information Security and Cybersecurity Auditing”; Conference on ENTERprise Information Systems (CENTERIS'21); Editor: Elsevier; October 2021, Braga, Portugal [PDF]

    Sara Ferreira, Mário Antunes, Manuel E. Correia; "Forensic analysis of tampered digital photos"; 25th Iberoamerican Congress on Pattern Recognition (CIARP); vol. 12702; pp.461-470; Lecture Notes Computer Science; Editor: Springer; May 2021; Porto; Portugal [PDF]

    Tiezer Melo, António Barros, Mário Antunes, Luis Frazão; "An end-to-end cryptography based real-time chat"; 16th Iberian Conference on Information Systems and Technologies (CISTI'21); June 2021; Chaves, Portugal [PDF]

    Luis Serra, Pedro Gonçalves, Luis Frazão, Mário Antunes; "Performance analysis of AES encryption operation modes for IoT devices"; 16th Iberian Conference on Information Systems and Technologies (CISTI'21); June 2021; Chaves, Portugal [PDF]

    Rafaela Almeida, Vasco Pacheco, Mário Antunes, Luis Frazão; "An easy-to-use tool to inject DoS and spoofing networking attacks"; 16th Iberian Conference on Information Systems and Technologies (CISTI'21); June 2021; Chaves, Portugal [PDF]

    Paulo Ferreira, Mário Antunes; "Benchmarking machine learning bioinspired algorithms for behaviour-based network intrusion detection"; The 8th International Symposium on Security in Computing and Communications (CoCoNet/SSCC'20); vol. 1364, pp.152-164, Communications in Computer and Information Science (CCIS); Editor: Springer; October 2020, Chennai, Índia [PDF]

    Mário Antunes, Hugo Batista, Baltazar Rodrigues; "Identification of fake profiles in Twitter social network"; ; INTERNET2020, The Twelfth International Conference on Evolving Internet; pp.33-36, Editor: IARIA XPS Press, ThinkMind; ISSN: 978-1-61208-796-2; October 2020, Porto, Portugal [PDF]

    Gonçalo Carnaz, Vitor Nogueira, Mário Antunes; "Knowledge Representation of Crime-Related Events: a Preliminary Approach"; 8th Symposium on Languages, Applications and Technologies (SLATE'19); ISBN: 978-3-95977-114-6; vol.74; pp. 13:1-13:8; June 2019; Coimbra, Portugal [PDF]

    Paulo Nunes, Mário Antunes, Carina Silva; "Evaluating cybersecurity attitudes and behaviors in Portuguese healthcare institutions"; International Conference on Health and Social Care Information Systems and Technologies (HCist'2020); vol. 181-C, pp. 172-180, Editor: Elsevier; October 2020, Algarve, Portugal [PDF]

    Gonçalo Carnaz, Vitor Nogueira, Paulo Quaresma, Mário Antunes, Nuno Ferreira; "A Review on Relations Extraction in Police Reports"; 7th World Conference on Information Systems and Technologies (WCIST'19); vol.930; pp.494-503; April 2019; La Toja, Spain [PDF]

    Jessica Ferreira, Mário Antunes, Mykyta Zhygulskyy, Luis Frazão; "Performance of Hash Functions in Blockchain Applied to IoT Devices"; 14th Iberian Conference on Information Systems and Technologies (CISTI'19); ISBN: 978-989-98434-9-3; June 2019; Coimbra, Portugal [PDF]

    Gonçalo Ribeiro, Marin Grabovschi, Mário Antunes, Luis Frazão; "Ncryptr: a symmetric and asymmetric encryption application"; 14th Iberian Conference on Information Systems and Technologies (CISTI'19); ISBN: 978-989-98434-9-3; June 2019; Coimbra, Portugal [PDF]

    Mário Antunes, Carlos Rabadão; "Cybersecurity and digital forensics - course development in a higher education institution"; 14th International Conference on Information Assurance and Security (IAS'18); ISBN: 978-3-030-17064-6; pp.338-348; December 2018; Editor: Springer; Porto, Portugal [PDF]

    Gonçalo Carnaz, Vitor Nogueira, Mário Antunes, Nuno Ferreira; "An automated system for criminal police reports analysis"; 14th International Conference on Information Assurance and Security (IAS'18); ISBN: 978-3-030-17064-6; pp.360-369; December 2018; Editor: Springer; Porto, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Adaptive Learning Models Evaluation in Twitter’s Timelines"; World Congress on Computational Intelligence (WCCI'18); ISBN: 978-1-5090-6014-6; pp.2697-2704 , Editor: IEEE; July 2018; Rio de Janeiro; Brazil [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Performance Metrics for Model Fusion in Twitter Data Drifts"; 8th Iberian Conference on Pattern Recognition and Image Analysis (IBPria'17); LNCS 10255, pp. 13-21; Editor: Springer; June 2017, Algarve, Portugal [PDF]

    Rafael Vieira, Mário Antunes, Catarina Silva, Ana Assis; "Automatic documents counterfeit classification using image processing and analysis"; 8th Iberian Conference on Pattern Recognition and Image Analysis (IBPria'17); LNCS 10255, pp.400-407; Editor: Springer; June 2017, Algarve, Portugal [PDF]

    Mário Antunes, Catarina Silva, Joaquim Barranca; "A telemedicine application using WebRTC"; International Conference on Health and Social Care Information Systems and Technologies (HCist'16); vol. 100, pp. 414-420, Editor: Elsevier; October 2016, Porto, Portugal [PDF]

    Rafael Vieira, Catarina Silva, Mário Antunes, Ana Assis; "Information System for Automation of Counterfeited Documents Images Correlation"; Conference on ENTERprise Information Systems (CENTERIS'16); vol. 100, pp. 421-428, Editor: Elsevier; October 2016, Porto, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Choice of Best Samples for Building Ensembles in Dynamic Environments"; 17th International Conference on Engineering Applications of Neural Networks (EANN'16); CCIS vol: 629; pp. 35-47, Editor: Springer; September 2016, Aberdeen, Scotland [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "DOTS: Drift Oriented Tool System"; 22nd International Conference on Neural Information Processing (ICONIP'15); LNCS vol.9492-IV, pp. 615-623, Editor: Elsevier; November 2015; Istambul, Turkey [PDF]

    João Cunha, Catarina Silva, Mário Antunes; "Health Twitter Big Bata Management with Hadoop Framework"; International Conference on Health and Social Care Information Systems and Technologies (HCist'15); vol;64, pp. 425-431, Editor: Elsevier; October 2015, Algarve, Portugal [PDF]

    Catarina Silva, Mário Antunes, Joana Costa, Bernardete Ribeiro; "Active Manifold Learning with Twitter Big Data"; International Neural Network Society Big Data Conference (INNS15-BigData); vol.53, pp.208-215; Editor: Elsevier; August 2015; San Francisco, USA [PDF]

    Rodrigo Emiliano, Mário Antunes "Automatic network configuration in virtualized environment using GNS3"; 10th International Conference on Computer Science & Education (ICCSE'15); pp. 25-30; Editor: IEEE; July 2015; Cambridge, UK [Best student paper award] [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "The Impact of Longstanding Messages in Micro-Blogging Classification"; International Joint Conference on Neural Networks (IJCNN'15); pp. 1-8; Editor: IEEE; July 2015; Killarney, Ireland [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Concept Drift Awareness in Twitter Streams"; 13th International Conference on Machine Learning and Applications (ICMLA'14); pp.294-299; December 2014; Detroit, USA [PDF]

    Mário Antunes, Albano Afonso, Filipe Mota Pinto; "A distributed architecture for remote validation of software licenses using USB/IP protocol"; 2nd World Conference on Information Systems and Technologies (WCIST'14); in "Advances in Intelligent Systems and Computing", Editor: Springer; Vol. 276; pp. 269-279; April 2014; Funchal, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "CrowdTargeting: Making crowds more personal"; 8th International Workshop on Semantic and Social Media Adaptation and Personalization (SMAP'13); pp. 21-26; December 2013; Bayonne, France [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Defining Semantic Meta-Hashtags for Twitter Classification"; 11th International Conference on Adaptive and Natural Computing Algorithms (ICANNGA'13); Editor: Springer, Lecture Notes Computer Science; Vol. 7824, pp. 226-235; April 2013; Lausanne, Switzerland [PDF]

    Pedro Gomes, Mário Antunes; "Mobile edoclink: a mobile workflow and document management application for healthcare institutions"; International Conference on Health and Social Care Information Systems and Technologies (HCist'12); Editor: Elsevier; Vol.5 pp. 932-940 ; October 2012, Algarve, Portugal [PDF]

    Mário Antunes, Manuel E. Correia; "Self tolerance by Tuning T-cell activation: an Artificial Immune System for anomaly detection"; Lecture Notes ICST (LNICST); Editor: Springer; Volume 87, 2012, pp 1-15; USA [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "On Using Crowdsourcing and Active Learning to Improve Classification Performance"; 11th International Conference on Intelligent Systems Design and Applications (ISDA'11); Editor: IEEE; pp. 469-474; November 2011, Cordoba, Spain [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Get Your Jokes Right: Ask The Crowd"; 1st International Conference on Model and Data Engineering (MEDI'11); Editor: Springer, Lecture Notes Computer Science; Vol. 6918, pp. 178-185; September 2011; Óbidos, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "The Importance of Precision in humour Classification"; 12th International Conference on Intellingent Data Engineering and Automated Learning (IDEAL'11); Editor: Springer, Lecture Notes Computer Science; Vol. 6936, pp.271-278; September 2011; Norwich, UK [PDF]

    Mário Antunes, Manuel E. Correia; "Tunable immune detectors for behaviour-based network intrusion detection"; 10th International Conference on Artificial Immune Systems (ICARIS) Editor: Lecture Notes Computer Science (LNCS); Vol. 6825, pp. 334-347; July 2011; Cambridge, UK [PDF]

    Mário Antunes, Catarina Silva, Bernardete Ribeiro, Manuel E. Correia; "A hybrid AIS-SVM ensemble approach for text classification", 10th International Conference on Adaptive and Natural Computing Algorithms (ICANNGA'11); Editor: Springer, Lecture Notes Computer Science (LNCS); Vol. 6594, pp. 342-352; April 2011; Ljubljana, Slovenia [PDF]

    Mário Antunes, Manuel E. Correia; "Self tolerance by Tuning T-cell activation: an Artificial Immune System for anomaly detection"; 5th International ICST Conference on Bio-Inspired Models of Network, Information, and Computing Systems (Bionetics 2010); December 2010; Boston, USA

    Mário Antunes, Manuel E. Correia; "An Artificial Immune System for Temporal Anomaly Detection Using Cell Activation Thresholds and Clonal Size Regulation with Homeostasis"; International Joint Conference on Bioinformatics, Systems Biology and Intelligent Computing (IJCBS'09), Editor: IEEE, pp. 323-326, DOI: 10.1109/IJCBS.2009.59 ; August 2009; Shanghai, China [PDF]

    Mário Antunes, Manuel E. Correia and Jorge Carneiro; "Towards an Immune-inspired temporal anomaly detection algorithm based on tunable activation thresholds"; International Conference on Bioinspired Systems and Signal Processing (Biosignals'09); Editor: INSTICC; pp. 357-362, January 2009, Porto, Portugal [PDF]

    Mário Antunes, Manuel E. Correia; "TAT-NIDS: An Immune-Based Anomaly Detection Architecture for Network Intrusion Detection"; 2nd International Workshop on Practical Applications of Computational Biology and Bioinformatics; Editor: Springer - in book series Advances of Soft Computing; Volume 49/2009, pp. 60-67, DOI: 10.1007/978-3-540-85861-4_8; October 2008, Salamanca, Spain [PDF]

    Nuno Veiga, Mário Antunes, Vitor Santos, Alexandre Santos; "Experiments with IPv6 network mobility using NEMO protocol", MCCSIS 2007 - IADIS Multi Conference on Computer Science and Information Systems,), Track Telecommunications, Networks and Systems 2007 - TNS2007, pp. 147-151; July 2007, Lisbon, Portugal [PDF]

    Victor Santos, Mário Antunes, Nuno Veiga; "Testes de mobilidade de rede (NEMO) em IPv6"; Conferência Ibérica de Sistemas e Tecnologias de Informção (CISTI 2007), July de 2007, Porto, Portugal

    Mário Antunes, Frank Heubach, João Cunha, Jorge Bernardino, Mark Kirby, Hugh Osborne, Dominique Laurent, Jari-Pekka Paalassalo, "New perspectives on teaching computer science in Europe", Proceedings: Enhancement of the Global Perspective for Engineering Students by Providing an International Experience, ECI Symposium Series, Volume P03; April 2003, Tomar, Portugal [PDF]

    Jorge Bernardino, Mário Antunes, João Cunha, José Martinho, "Curso Europeu de Informática", 6º Congresso Ibero-americano de Informática Educativa (RIBIE), November 2002; Vigo, Spain [PDF]


    Local conferences

    Pedro Fernandes, Séamus Ó'Ciardhuáin, Mário Antunes; “Analysis of malicious network flows using statistical natural laws” ; 29th edition of the Portuguese Conference on Pattern Recognition (RecPad'23); pp. 34-35; October 2023; Coimbra, Portugal [PDF]

    Pedro Fernandes, Mário Antunes; “A Benford's Law Based method to Detect Manipulated Digital Photos”; 28th edition of the Portuguese Conference on Pattern Recognition (RecPad'22); pp. 94-95; October 2022; Leiria, Portugal [PDF]

    Paulo Ferreira, Mário Antunes; “Benchmarking bioinspired machine learning algorithms with CSE-CIC-IDS2018 network intrusions dataset”; 26th edition of the Portuguese Conference on Pattern Recognition (RecPad'20); pp. 85-86; October 2020; Évora, Portugal [PDF]

    João Santos, Catarina Silva, Mário Antunes; "Generating Benchmark Datasets for Intrusion Detection Systems"; 23th edition of the Portuguese Conference on Pattern Recognition (RecPad'17); October 2017; Lisbon, Portugal [PDF]

    Gonçalo Carnaz, Vitor Nogueira, Mário Antunes, Nuno Ferreira; "Named Entity Recognition for Portuguese Police Reports"; 8th Workshop in Informatics of the University of Évora (JIUE'18); Évora, Portugal [PDF]

    Cristiano Alves, Nuno Anacleto, Mário Antunes; "A framework to automate network packets construction"; 13th Doctoral Symposium in Informatics Enginnering (DSIE'18); ISBN: 978-972-752-230-9; pp.218-221; January 2018; Porto; Portugal [PDF]

    Daniel Pinto, Mário Antunes; "A network packets sniffer with real-time graphical analytics"; 13th Doctoral Symposium in Informatics Enginnering (DSIE'18); ISBN: 978-972-752-230-9; pp.222-225; January 2018; Porto; Portugal [PDF]

    Gonçalo Carnaz, Vitor Nogueira, Mário Antunes; "Ontology-Based Framework Applied to Money Laundering Investigations"; 7th Workshop in Informatics of the University of Évora (JIUE'17); Évora, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Twitter classification: are some examples better than others?"; 22th edition of the Portuguese Conference on Pattern Recognition (RecPad'16); October 2016; Aveiro, Portugal [Best paper award] [PDF]

    Rafael Vieira, Catarina Silva, Mário Antunes, Ana Assis; "Pattern Recognition in Images of Counterfeited Documents"; 22th edition of the Portuguese Conference on Pattern Recognition (RecPad'16); pp.83-84; October 2016; Aveiro, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Generating datasets with drift"; 21th edition of the Portuguese Conference on Pattern Recognition (RecPad'15); November 2015; Faro, Algarve, Portugal [PDF]

    Joana Costa, Catarina Silva, Mário Antunes, Bernardete Ribeiro; "Learning with Drift in Twitter"; 20th edition of the Portuguese Conference on Pattern Recognition (RecPad'14); November 2014; Covilha, Portugal [PDF]

    Albano Afonso, Mário Antunes, Filipe Mota Pinto; "Validação remota de aplicações de informática forense com recurso a dongles por USB/IP"; 13ª Conferência de Redes de Computadores (CRC'13); pp.131-133; November 2013; Leiria, Portugal [PDF]

    Catarina Silva, Mário Antunes, Bernardete Ribeiro, Manuel E. Correia; "On using an ensemble approach of AIS and SVM for text classification"; 5th Workshop on Applications of Computational Intelligence (WACI'10); IEEE Portuguese Chapter; ISBN: 978-989-8331-10-6; December 2010; Coimbra, Portugal [PDF]

    Mário Antunes, Luis A. Santos, Manuel E. Correia; "On applying tunable activation threshold (TAT) hypothesis to network intrusions and spam detection"; 1st Portuguese Forum on Computational Biology (poster presentation); July, 2008; Instituto Gulbenkian de Ciência (IGC), Oeiras, Portugal [poster] [PDF]

    Vitor Santos, Mário Antunes e Nuno Veiga, “Mobilidade de rede em IPv6 - testes com o protocolo NEMO”, Conferência Engenharias'07 - inovação & desenvolvimento, Universidade da Beira Interior, November 2007, Covilhã, Portugal; November 2007, Covilhã, Portugal [PDF]

    Sérgio Matos, Frederico Cardoso, Rafael Caldeirinha, Mário Antunes; “Sistema Distribuído de Teleportagem Virtual”; Conferência Engenharias'07 - inovação & desenvolvimento, Universidade da Beira Interior, November 2007, Covilhã, Portugal [PDF]

    Luís Frazão, Mário Antunes e Vítor Távora; "Autenticação Web na rede e-U"; Engenharias'07 - inovação & desenvolvimento, Universidade da Beira Interior, November 2007, Covilhã, Portugal [PDF]

    Mário Antunes, Manuel E. Correia; "On Applying emergent immunological concepts to network intrusion detection"; 2ª Conferência Nacional sobre Segurança Informática nas Organizações (SINO 2006); pp. 111-119, October 2006, Aveiro, Portugal [PDF]

    Mário Antunes, Rui Monteiro, Manuel E. Correia, Henrique Santos; "An Immunity-Inspired Network Intrusion Detection Framework - I2NF"; 2ª Conferência Nacional sobre Segurança Informática nas Organizações (SINO 2006); pp. 120-123; October 2006, Aveiro, Portugal

    Filipa Ferreira, Nélia Santos, Mário Antunes; "Clusters de alta disponibilidade - uma abordagem Open Source"; Conferência Engenharias'05 - inovação & desenvolvimento, Universidade da Beira Interior, November 2005, Covilhã, Portugal [PDF]

    David Serafim, Victor Santos, Nuno Veiga, Mário Antunes; "IPv6@ESTGLeiria - Instalação de uma Rede Piloto"; Engenharias'05 - inovação & desenvolvimento, Universidade da Beira Interior, November 2005, Covilhã, Portugal [PDF]

    Luís Santos, Mário Antunes; "Instalação de uma Academia Cisco"; 8ª Conferência sobre Redes de Computadores (CRC’2005); September 2005; Portalegre, Portugal [PDF]

    Mário Antunes, Fernando Silva, Manuel E. Correia; "MetaWebmin: Administrção centralizada de grupos de sistemas Unix"; 4ª Conferência sobre Redes de Computadores (CRC’2001); November 2001; Covilhã, Portugal [PDF]


    Thesis

    M. Antunes; “An Artificial Immune System for Anomaly Detection based on Dynamic Tunable Activation Thresholds"; Ph.D Thesis in Computer Science; Faculty of Sciences; University of Porto; 2011

    M. Antunes; “Centralized Administration of Groups of Unix Systems"; MSc dissertation in Informatics - Systems and Networks; Faculty of Sciences; University of Porto; 2001


    Other publications

    Mário Antunes; "Cibersegurança: um compromisso de todos""; Boletim informativo da ACILIS, Abril/Junho 2025; pp.18 (portuguese); Editor: ACILIS; Junho 2025; [PDF]

    Mário Antunes; "A importância da cibersegurança nas empresas e o impacto do fator humano e da ciberconsciencialização"; LusiNews; pp.18-19 (portuguese); Editor: Grupo Lusiaves; November 2022; [PDF]

    Sara Ferreira, Mário Antunes, Manuel E. Correia; “Digital Forensics for the Detection of Deepfake Image Manipulations"; ERCIM News (Special theme Fighting cybercrime); No.129; pp.13-14; April 2022 [PDF]

    Mário Antunes; "Reflexão sobre as boas práticas de cibierhigiene e cibersegurança nas empresas industriais"; Revista "PLATAFORMA ESPELHO TICE-INDÚSTRIA"; pp.17-19 (portuguese); Editor: TICE.pt; September 2020; [PDF]

    Paulo Nunes, Mário Antunes, Carina Silva; "Cybersecurity risk analysis in healthcare institutions"; European Journal of Public Health, Vol.30, Issue Supplement_2 (Health 4.0: Designing Tomorrow’s Healthcare); June 2020 [PDF]

    Mário Antunes; "Desafios na gestão e segurança dos dados nas empresas"; Revista "O Molde";N.127, pp.32-34 (portuguese); Editor: CEFAMOL; October 2020; [link]

    Mário Antunes; "Sobre a importância da formação superior no combate ao cibercrime"; Revista "Desafios" (portuguese), pp.32-33; Editor: NERLEI; December 2017, [PDF]

    Carlos Rabadão, Mário Antunes, Patricio Domingues, Miguel Frade, Carlos Antunes, Vítor Távora, Filipe Pinto; “A Computação Forense no Instituto Politécnico de Leiria”; 1ª conferência Proficiência e Inovação em Ciências Forenses; Associação Sócio-Profissional de Peritos Forense (ASPF)/Polícia Judiciária; Lisboa; outubro de 2016; [PDF]

    Patrício Domingues, Miguel Frade, Mário Antunes; “A ferramenta Autopsy para análise forense de conteúdos digitais”; 1ª Conferência sobre Proficiência e Inovação em Ciências Forenses; Associação Sócio-Profissional de Peritos Forense/Polícia Judiciária; Lisboa; outubro de 2016 [PDF]

    Rafael Vieira, Catarina Silva, Mário Antunes, Ana Assis; ”Relacionamento Automático de Imagens de Documentos Oficiais Fraudulentos”; 1ª conferência Proficiência e Inovação em Ciências Forenses; Associação Sócio-Profissional de Peritos Forense/Polícia Judiciária; Lisboa; outubro de 2016[PDF]

    Technical Reports

    Rafael Caldeirinha, Mário Antunes, Luis Bento, “Sistema multifuncional de Gestão de Frotas”, PT-Inovação December 2009

    Mário Antunes, Manuel E. Correia; “A Network Intrusion Detection System based on the Tunable Activation Threshold theory”; Technical Report DCC-2007-02, DCC-FC & LIACC, University of Porto, April 2007 [PDF]

    Mário Antunes; Manuel E. Correia; “O sistema imunitário humano, conceitos e princípios básicos para Informáticos“; (portuguese) Technical Report DCC-2006-03, DCC-FC & LIACC, University of Porto, March 2006 [PDF]

    Mário Antunes; Manuel E. Correia; ”Towards a new Immunity-Inspired Intrusion Detection Framework“, Technical Report DCC-2006-04, DCC-FC & LIACC, University of Porto, October 2006 [PDF]

    Hobbies

    Movies Readings Traveling

    Contact

    Address
    School of Technology and Management
    Polytechnic of Leiria - Campus 2
    Morro do Lena - Alto do Vieiro
    2411-901 Leiria
    Portugal

    INESC TEC / CRACS Research Unit
    Faculty of Sciences - University of Porto
    Rua do Campo Alegre, 1021/1055
    4169-007 Porto
    Portugal
    Email
    mario.antunes @ ipleiria.pt
    mario.j.antunes @ inesctec.pt