“A Novel Breast Cancer Detection Architecture based on a CNN-CBR system for Mammograms Classification”, Computers in Biology and Medicine,Computers in Biology and Medicine, Volume 163, September 2023, 107133
“A case-based reasoning system for supervised classification problems in mammographic applications”, Miled Basma Bentaiba-Lagrid, Lydia Bouzar-Benlabiod, Stuart H. Rubin, Thouraya Bouabana-Tebibel, Maria R. Hanini, Expert Systems with Applications, Volume 150, 15 July 2020, 113335.
“Instantiated First Order Qualitative Choice Logic for an efficient handling of alerts correlation”, Lydia Bouzar-Benlabiod, Salem Benferhat and Thouraya Bouabana-Tebibel. Intelligent Data Analysis, vol. 19, no. 1, January 2015, pp. 3-27.
“Comparing and weakening possibilistic knowledge bases”, Lydia Bouzar-Benlabiod, Salem Benferhat and Thouraya Bouabana-Tebibel. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 22, No. 2, April 2014, pp. 181-203.
“A new approach for QCL-based alert correlation process”, Lydia Bouzar-Benlabiod, Salem Benferhat and Thouraya Bouabana-Tebibel. Modeling Approaches and Algorithms for Advanced Computer Applications. Studies in Computational Intelligence, Springer International Publishing. Vol. 488, 2013, pp. 125-134.
Edited Books and Journal Special Issues
“Innovative AI in Medical Applications”, Lydia Bouzar-Benlabiod, Stuart H. Rubin and Edwige Pissaloux, Special Issue, Springer Nature Computer Science SNCS journal, 2022. https://resource-cms.springernature.com/springer-cms/rest/v1/content/18549840/data/v5
“Artificial Intelligence for HealthCare”, Lydia Bouzar-Benlabiod, Stuart H. Rubin and Edwige Pissaloux, Special Issue, Springer Nature Computer Science SNCS journal. 2021. https://www.springer.com/journal/42979/updates/17257234
“Heuristic acquisition for data science”, Lydia Bouzar-Benlabiod, Stuart H. Rubin, Special Issue Information System Frontier journal, 22, 1001–1007 (October 2020). https://doi.org/10.1007/s10796-020-10052-1
“Reuse in Intelligent Systems”, Stuart H. Rubin and Lydia Bouzar-Benlabiod, Book, CRC press, DOI: https://doi.org/10.1201/9781003034971, 2020.
“Theory and Application of Reuse, Integration, and Data Science”, Bouabana-Tebibel Thouraya, Bouzar-Benlabiod Lydia, Rubin Stuart H. (Eds.) book on, 2019. https://www.springer.com/gp/book/9783319980553
“Recent Trends in Reuse and Integration”, Thouraya Bouabana-Tebibel, Stuart H. Rubin and Bouzar-Benlabiod Lydia, Special Issue, Information Systems Frontiers journal, February 2019, Volume 21, Issue 1.
Peer-Reviewed Conferences
"Defending The Defender: Detecting Adversarial Examples For Network Intrusion Detection Systems", Dalila Khettaf, Lydia Bouzar-Benlabiod. IEEE International Conference on Information Reuse and Integration for Data Science (IRI) 2024, 150-155
"Squeeze and Excitation Block Based Neural Architecture Search with Randomization for CNN Construction", Katia Benali, Lydia Bouzar-Benlabiod, Andrew McIntyre, 2024 IEEE International Conference on Information Reuse and Integration for Data Science (IRI), 49-54.
“Mammograms Classification with NeuroMem® Chip for Breast Cancer Detection”, Amine Hamza Yaker, Lydia Bouzar-Benlabiod, Anne Menendez and Guy Paillet, In Proceedings of IEEE IRI 2021, 236-240.
“Optimizing Deep Neural Network Architectures: An Overview”, Lydia Bouzar-Benlabiod, Stuart H. Rubin and Amel Benaida. In Proceedings of IEEE IRI 2021, 25-33.
"RNN-VED for Reducing False Positive Alerts in Host-based Anomaly Detection Systems”, Lydia Bouzar-Benlabiod, Stuart H. Rubin, Kahina Belaidi, Nour ElHouda Haddar, In proceedings of IEEE IRI 2020, 17-24
“Variational Encoder-Decoder Recurrent Neural Network (VED-RNN) for Anomaly Prediction in a Host Environment”, Lydia Bouzar-Benlabiod, Lila Méziani, Stuart H. Rubin, Kahina Belaidi, Nour El Houda Haddar. In proceedings of IEEE IRI 2019: 75-82.
“Merging Guaranteed Possibilistic Bases to Rank IDS Alerts”, Lydia Bouzar-Benlabiod, Lila Méziani, Nacer-Eddine Rim, Zakaria Mellal, In proceedings of IEA/AIE 2018: 286-291
The complete list of publications and communications can be found on Researchgate (https://www.researchgate.net/profile/Lydia-Bouzar-Benlabiod)
Invited Talks
Tendances récentes en Intelligence Artificielle , Opportunités et Défis (Recent Trends in Artificial Intelligence, Opportunities, and Challenges.). National Credit Conference, July 2024, Halifax, NS.
Exploring 3 different AI frameworks for tumor detection with mammography images. 1st INTERNATIONAL SYMPOSIUM ON INFORMATIONAL BIOPHYSICS APPLIED TO HEALTH, Brazil, 2023.
Patent
US patent, soumis et accepté, le, 9 Nov., 2019. Stuart H. Rubin et Lydia Bouzar-Benlabiod, NC 112087, titre : "Hyperspectral Synthesized Stochastic Rule Bases for Prediction Using Hidden-Layer Neural Networks Tested on Computational Mammography for Application to Command, Control, Computers, Information, Surveillance, and Reconnaissance (C4ISR).
Organised events
Chair of the IEEE Artificial Intelligence for HealthCare workshop (IEEE AIHC24), https://homepages.uc.edu/~niunn/IRI24/workshop_aihc.html
Organizing Committee member and Program co-Chair IEEE IRI 24, San Jose, CA, USA. https://homepages.uc.edu/~niunn/IRI24/
Program co-chair of the IEEE international conference on Information Reuse and Integration for Data Science (IEEE IRI 23), August 1 - August 3, 2023. Bellevue, WA, USA. https://homepages.uc.edu/~niunn/IRI23/committee_program.html
Chair of the IEEE Artificial Intelligence for HealthCare workshop (IEEE AIHC22), https://homepages.uc.edu/~niunn/IRI22/workshop_aihc.html
Poster co-chair of IEEE IRI 2022, online conference, https://homepages.uc.edu/~niunn/IRI22/committee_organizing.html
Proceeding’s chair of IEEE IRI 2021, online conference IEEE IRI 2021 (uc.edu)
Chair of the 2nd IEEE Workshop on Artificial Intelligence for HealthCare (AIHC 2021), co-located with IEEE IRI 2021. https://homepages.uc.edu/~niunn/IRI20/workshop_aihc.html
Publicity co-chair of IEEE IRI 2020, Las Vegas, USA : http://homepages.uc.edu/~niunn/IRI20/
Chair of the 1st IEEE Workshop on Artificial Intelligence for HealthCare (AIHC 2020), co-located with IEEE IRI 2020, Las Vegas, USA. https://homepages.uc.edu/~niunn/IRI20/workshop_aihc.html
Chair of the international workshop : IEEE FMI 2018, Salt Lake City: http://www.sis.pitt.edu/iri2018/workshop_fmi.html)
Chair of the international workshop: IEEE FMI 2019, Los Angeles: http://www.sis.pitt.edu/lersais/iri/2019/workshop_fmi.html).
Organizing Committee member of International Conference on Knowledge Discovery and Data Analysis KDDA’15, ESI, Algeria (https://www.esi.dz/kdda/#scie).
Program committee member of The 30th International Conference on Industrial, Engineering, Other Applications of Applied Intelligent Systems, AIE/IEA’17, Arras, France (http://www.cril.univ-artois.fr/ieaaie2017/main/committees/).