Dr Sami Zhioua

Affiliated Professor in AI Ethics
Dr. Sami Zhioua

Biography

Sami Zhioua is a researcher at INRIA Saclay Ile-de-France. His research focuses on the ethical aspects of artificial intelligence, primarily fairness and privacy-enhancing technologies. Previously, he worked on Java acceleration and security, as well as on several cybersecurity projects. He holds a PhD in Computer Science from Laval University, Quebec, Canada.

Education & Qualifications

YearUniversityQualification/Position
2008 Laval University, Canada PhD in Computer Science
2003University of Tunis, Tunisia M.Sc. in Computer Science
2000Institut Supérieur de Gestion (ISG), Tunis, Tunisia Joint FNEGE-ABS development programme for Programme Directors

Work experience

YearRole
2021 – present Senior Researcher in Fairness in Machine Learning – INRIA, LIX, École Polytechnique, Paris-Saclay, France
2019–2021 Assistant Professor – Higher Colleges of Technology (HCT), Dubai
2009–2019 Assistant Professor – King Fahd University of Petroleum and Minerals (KFUPM), Saudi Arabia
2008–2009 Postdoctoral Researcher and Lecturer – McGill University, Canada
2002–2009 Lecturer and Teaching and Research Assistant – Laval University, Canada

Publications

BOOKS

  • Stochastic Systems Divergence through Reinforcement Learning. S. Zhioua. Paperback, First Edition, ISBN: 978-3-8473-3971-7, February 2012, LAP Publishing.
  • A Dynamic Compiler for an Embedded Java Virtual Machine. S. Zhioua. 96 pages, Paperback, First Edition, ISBN: 3639095065, October 2008, VDM Verlag.
  • Embedded Java Security: Security for Mobile Devices. M. Debbabi, M. Saleh, C. Talhi, S. Zhioua. 270 pages, 38 illustrations, Hardback, First Edition, ISBN: 978-1-84628-590-5, November 2006, Springer Verlag.

JOURNAL PAPERS

  • K. Makhlouf, S. Zhioua, and C. Palamidessi. Machine learning fairness notions: Bridging the gap with real-world applications. Information Processing & Management Volume 58 Issue 5 (2021)
  • K. Makhlouf, S. Zhioua, and C. Palamidessi. On the Applicability of ML Fairness Notions. ACM SIGKDD Explorations Newsletter, Volume 23, Issue 1, June 2021, pp. 14–23 (2021)
  • K. Makhlouf, S. Zhioua, and C. Palamidessi. Identifiability of Causal-based Fairness Notions: A State of the Art. arXiv preprint arXiv:2203.05900 (2021)
  • A. Ghaleb, S. Zhioua, and A. Almulhem. On PLC network security. International Journal of Critical Infrastructure Protection (IJCIP) Volume 22 (2018): pp. 62–69.
  • T. Al-Shehari and S. Zhioua. An empirical study of web browsers’ resistance to traffic analysis and website fingerprinting attacks. Cluster Computing, Volume 21, Issue 4 (2018): pp. 1917–1931.
  • S. Zhioua. ‘Analysing anonymity attacks through noisy channels’. *Information and Computation Journal*, Volume 244, pp. 76–112, Elsevier, October 2015.
  • S. Zhioua. The web browser factor in traffic analysis attacks. Journal of Security and Communication Networks, Volume 8, Issue 18, pp. 4227–4241. John Wiley & Sons, September 2015.
  • J. Desharnais, F. Laviolette, and S. Zhioua. Testing Probabilistic Equivalence through Reinforcement Learning. *Information and Computation Journal*, Volume 227, pp. 21–57, Elsevier, June 2013.
  • S. Zhioua. Tor Traffic Analysis using Hidden Markov Models. Journal of Security and Communication Networks, Volume 6, Issue 9, pages 1075–1086, John Wiley & Sons, September 2013.
  • H. Yahyaoui, S. Zhioua. Bootstrapping Trust in Web Services based on Trust Patterns and Hidden Markov Models. International Journal of Knowledge and Information Systems, Volume 37, Issue 2, pp. 389–416, Springer, 2013.
  • M. Debbabi, M. Saleh, C. Talhi, and S. Zhioua. Security Evaluation of the J2ME CLDC Embedded Java Platform. Journal of Object Technology, Vol. 5, No. 2, pp. 125–154, March–April 2006.
  • M. Debbabi, A. Gherbi, L. Ketari, C. Talhi, N. Tawbi, H. Yahyaoui, and S. Zhioua. E-Bunny: A Dynamic Compiler for Embedded Java Virtual Machines. Journal of Object Technology, Vol. 4, No. 1, pp. 83–108, January–February 2005.

CONFERENCE PAPERS

  • A. Qasem, S. Zhioua, and K. Makhlouf. Finding a Needle in a Haystack: The Traffic Analysis Version. Proceedings on Privacy Enhancing Technologies 2019.2 (2019)
  • A. Amro, S. Almuhammadi, and S. Zhioua. NetInfoMiner: High-level Information Extraction From Network Traffic, IEEE International Conference on Big Data and Smart Computing (IEEE BigComp 2017), Jeju, Korea (13–16 February 2017).
  • A. Ghaleb, S. Zhioua, A. Almulhem. SCADA-SST: A SCADA Security Testbed. World Congress on Industrial Control Systems Security (WCICSS-2016). 12–14 December 2016, London, UK.
  • H. Wardak, S. Zhioua, A. Almulhem. PLC Access Control: A Security Analysis. World Congress on Industrial Control Systems Security (WCICSS-2016). 12–14 December 2016, London, UK.
  • S. Zhioua, A. Ben Jabeur, M. Langar and W. Ilahi. Detecting Malicious Sessions through Traffic Fingerprinting using Hidden Markov Models. 10th International Conference on Security and Privacy in Communication Networks. 24–26 September 2014, China.
  • S. Zhioua, M. Langar. Traffic Analysis of Web Browsers. Formal Methods in Security (FMS) @ Petri Nets 2014: 20–33.
  • S. Zhioua. The Middle East under Malware Attack: Dissecting Cyber Weapons. IEEE ICDCS Workshop on Network Forensics, Security and Privacy (NFSP 2013). Philadelphia, USA, 8 July 2013.
  • M. Sulaiman, S. Zhioua. Attacking Tor through Unpopular Ports. IEEE ICDCS Workshop on Network Forensics, Security and Privacy (NFSP 2013). Philadelphia, USA, 8 July 2013.
  • S. Zhioua. Anonymity Attacks on Mix Systems: A Formal Analysis. 13th Information Hiding Conference, Prague, Czech Republic. Lecture Notes in Computer Science 6958, pp. 133–147. 2011.

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    Machine Learning, Deep Learning, Signal Processing, Computer Vision

    Dr Hossam FRAIHAT

    Associate Researcher
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  • Rachida EL AMRANI
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    Areas of expertise
    Transformation programme management, IT project management, Change management, Management of international and multicultural teams

    Rachida EL AMRANI

    Senior Lecturer in Management and IT Project Management | Head of the Finance Information Systems Department at BNP Paribas Asset Management (BNPP AM) – Paris
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  • Emile EGRETEAU-DRUET
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    Areas of expertise
    Life cycle assessment, Environmental impacts of digital technology and the IoT

    Emile EGRETEAU-DRUET

    Assistant Lecturer, PhD student
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  • Dr Stefan DUPREY
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    Areas of expertise
    AI and blockchain, data science, DataOps...

    Dr Stefan DUPREY

    Expert Lecturer | SwissBorg Quant/Blockchain Research & Fund Manager
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  • Dr Justine DIMA
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    Areas of expertise
    Artificial intelligence, human resources, change management, occupational health

    Dr Justine DIMA

    Affiliated Lecturer in AI, Management and Human Resources | PhD student in Management at Laval University
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  • Maxime DARRIN
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    Areas of expertise
    Machine learning, Mathematics, Computer Science, Philosophy of science, AI, Data science, Reinforcement learning, Formal verification

    Maxime DARRIN

    Affiliated Lecturer in AI Ethics | PhD student in Computer Science
    Voir profil
  • Dr Yvonne DALLE
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    Areas of expertise
    AI Project Management – Strategy and Innovation

    Dr Yvonne DALLE

    Senior Lecturer in Innovation and Strategy | Project Manager specialising in AI and Data Science, VYV GROUP
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  • Axel CYPEL
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    Areas of expertise
    AI, Project Management, Financial Risk, Capital Markets

    Axel CYPEL

    Senior Lecturer in AI | Head of the LCL AI Projects Division
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  • Dr Burak ÇIVITCIOĞLU
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    Areas of expertise
    Artificial intelligence, machine learning, deep learning

    Dr Burak ÇIVITCIOĞLU

    Associate Professor
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  • Dr Tawhid CHTIOUI
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    Areas of expertise
    Management, Management Accounting, Communication and Organisational Change, Informal and Panoptic Control, Governance and Organisational Performance

    Dr Tawhid CHTIOUI

    Chairman of aivancity, Professor
    Voir profil
  • Marion CARRÉ
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    Areas of expertise
    AI and the Arts, Entrepreneurship

    Marion CARRÉ

    Professor and Expert in AI and the Arts | Co-founder and Chair of Ask Mona
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  • Guendalina Caldarini
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    Areas of expertise
    Machine Learning, Natural Language

    Dr Guendalina CALDARINI

    Associate Professor and Head of the MSc in Data Management
    Voir profil
  • Eric Boyrie
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    Areas of expertise
    Human Resources Management, Human Resources, Business Unit Management

    Eric Boyrie

    Expert Lecturer – Founder of Ramp-Up-RH
    Voir profil
  • Dr Zakaryae BOUDI
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    Areas of expertise
    Data science, Big Data

    Dr Zakaryae BOUDI

    Professor specialising in data science
    Voir profil
  • Ruta Binkyte-Sadauskiene
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    Areas of expertise
    AI ethics, fairness, privacy, causality, machine learning

    Ruta Binkyte-Sadauskiene

    Affiliated Professor in AI Ethics | Associate Professor in AI Ethics
    Voir profil
  • Dr Karam BILAMI
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    Areas of expertise
    IT, blockchain, IoT, cybersecurity

    Dr Karam BILAMI

    PhD in Computer Science | Lecturer and Researcher | Trainer – Freelancer
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  • Dr Bilel BENBOUZID
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    Areas of expertise
    Sociology of science

    Dr Bilel BENBOUZID

    PhD, Affiliated Professor | Affiliated Professor, AI Ethics | | Senior Lecturer in Sociology – UniversitĂ© Paris Est
    Voir profil
  • SĂ©bastien de Beauffort
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    Areas of expertise
    IT, Entrepreneurship, Agile, Design thinking

    SĂ©bastien de Beauffort

    Professor and Expert in Entrepreneurship | Entrepreneur
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  • Yan Elyes BAILI
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    Areas of expertise
    Governance of AI systems, algorithmic accountability, technology law

    Yan Elyes BAILI

    Senior Lecturer – PhD student in private law
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  • Dr Aladdin AYESH
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    Areas of expertise
    Artificial Intelligence, Mobile Cognitive Systems, Data Analytics, Business Intelligence

    Dr Aladdin AYESH

    Visiting Professor in Artificial Intelligence | Professor of Artificial Intelligence, De Montfort University (Leicester)
    Voir profil
  • Dr Doreid AMMAR
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    Areas of expertise
    Data Science, Data Mining, Machine Learning, Artificial Intelligence, the Internet of Things, Computer Networks

    Dr Doreid AMMAR

    Lecturer in Data Science and Computer Science | Academic Director
    Voir profil
  • Dr Ehsan Amin
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    Areas of expertise
    Biotechnology, Artificial Intelligence, Data Science

    Dr Ehsan Amin

    Expert lecturer
    Voir profil
  • Dr Yasser ALMEHIO
    Info

    Areas of specialisation
    Computer Vision, AI

    Dr Yasser ALMEHIO

    Associate Professor
    Voir profil
  • Abreu
    Info

    Areas of expertise
    IoT, networks, performance evaluation, machine learning, smart cities

    Dr Thiago ABREU

    Affiliated Professor
    Voir profil
  • Info

    Areas of expertise
    Robotics and generative AI

    Djouzar ABASSEBAY

    Expert Lecturer
    Voir profil