Pierre Martin Tardif

Publications

Articles

• D’Jeff Nkashama, Jordan F. Masakuna, Arian Soltani, François Charest, Yassir Chekour, Marc Frappier, Pierre-Martin Tardif, Froduald Kabanza. (2026). ANADOE: Auto-Encoder-Based Network Anomaly Detection with Outlier Exposure. IEEE Internet of Things Journal. DOI
• Jordan F. Masakuna, Djeff K. Nkashama, Arian Soltani, Marc Frappier, Pierre M. Tardif, Froduald Kabanza. (2026). Enhancing Anomaly Alert Prioritization through Calibrated Standard Deviation Uncertainty Estimation with an Ensemble of Auto-Encoders. IEEE Transactions on Network and Service Management. DOI
• Jordan F. Masakuna, Djeff K. Nkashama, Arian Soltani, Marc Frappier, Pierre M. Tardif, Froduald Kabanza. (2025). Streamlined and Resource-Efficient Estimation of Epistemic Uncertainty in Deep Ensemble Classification Decision via Regression. IEEE Transactions on Emerging Topics in Computational Intelligence. DOI
• Aicha Aiche, Pierre-Martin Tardif, Mohammed Erritali. (2024). Modeling Trust in IoT Systems for Drinking-Water Management. Future Internet. DOI
• Yves Frédéric Ebobissé Djéné, Mohammed Sbai El Idrissi, Pierre-Martin Tardif, Ali Jorio, Brahim El Bhiri, Youssef Fakhri. (2022). A Formal Energy Consumption Analysis to Secure Cluster-Based WSN: A Case Study of Multi-Hop Clustering Algorithm Based on Spectral Classification Using Lightweight Blockchain. Sensors. DOI
• Yves Frédéric Ebobissé Djéné, Mohammed Sbai El Idrissi, Pierre-Martin Tardif, Ali Jorio, Brahim El Bhiri, Youssef Fakhri. (2022). A Formal Energy Consumption Analysis to Secure Cluster-Based WSN: A Case Study of Multi-Hop Clustering Algorithm Based on Spectral Classification Using Lightweight Blockchain.
• Lapalme, J., Kabiwa, V., Tardif, P.-M. (2019). Relationship between information technology auditors and auditees and their impacts on auditors. International Journal of Engineering Business Management. DOI
• Chehri, A., Fortier, P., Tardif, P.-M. (2018). Time delay estimation for UWB non coherent receiver in indoor environment, from theory to practice. Eurasip Journal on Wireless Communications and Networking. DOI
• Chehri, A., Fortier, P., Tardif, P.M. (2012). Characterization of the ultra-wideband channel in confined environments with diffracting rough surfaces. Wireless Personal Communications. DOI
• Chehri, A., Fortier, P., Tardif, P.-M. (2009). Cross-layer link adaptation design for UWB-based sensor networks. Computer Communications. DOI
• Chehri, A., Fortier, P., Tardif, P.M. (2009). Throughput-delay trade-off for slotted aloha multiple access with capture effect. Journal of Computer Science. DOI
• Chehri, A., Fortier, P., Tardif, P.M. (2009). UWB-based sensor networks for localization in mining environments. Ad Hoc Networks. DOI
• Abdellah Chehri, Paul Fortier, Pierre Martin Tardif. (2008). Large-Scale Fading and Time Dispersion Parameters of UWB Channel in Underground Mines.
• Abdellah Chehri, Paul Fortier, Pierre Martin Tardif. (2008). Large-Scale Fading and Time Dispersion Parameters of UWB Channel in Underground Mines. DOI
• Outalha, S., Le, R., Tardif, P.-M. (2000). Toward a unified and digital communication system for underground mines. CIM Bulletin.

Chapitres de livre

• Chaymae El Jabri, Marc Frappier, Pierre-Martin Tardif. (2025). ASTD Patterns for Integrated Continuous Anomaly Detection in Data Logs. DOI
• D’Jeff K. Nkashama, Jordan F. Masakuna, Arian Soltani, Jean-Charles Verdier, Marc Frappier, Pierre-Martin Tardif, Froduald Kabanza. (2025). Deep Learning for Network Anomaly Detection Under Data Contamination: Evaluating Robustness and Mitigating Performance Degradation. DOI
• Mohammed Sbai El Idrissi, Yves Frédéric Ebobissé Djéné, Pierre-Martin Tardif, Brahim El-Bhiri. (2024). Efficient Energy Consumption of IoT Network Security Based on Symmetric and Asymmetric Cryptography and Hash Function. DOI
• Ebobissé Djéné, Y.F., EL Idrissi, M.S., Tardif, P.-M., El Bhiri, B., Fakhri, Y., Karfa Bekali, Y. (2022). Lightweight-Blockchain for Secured Wireless Sensor Networks: Energy Consumption of MAC Address-Based Proof-of-Authentication. Lecture Notes on Data Engineering and Communications Technologies. DOI

Articles de conférence

• Aicha Aiche, Pierre-Martin Tardif, Mohammed Erritali, Thibaut Ecarot, Abderrahim Rafae. (2024). Optimizing Safety In IoT Water Plants: From Critical Importance To Innovative Solutions. DOI
• Abderrahim Rafae, Aicha Aiche, Mohammed Erritali, Pierre-Martin Tardif. (2023). Trust Evaluation in IoT Systems: Extracting User Trust Levels based on Security Profiles in Water Treatment Facilities. DOI
• Aicha Aiche, Pierre-Martin Tardif, Mohammed Erritali. (2023). Trust Management In IoT Drinking Water Treatment Plants. DOI
• Chehri, A., Fortier, P., Tardif, P.-M. (2007). Eigen-analysis of UWB channel on the basis of information theoretic criteria. IEEE International Conference on Communications. DOI
• Chehri, A., Fortier, P., Tardif, P.-M. (2006). Frequency domain analysis of UWB channel propagation in underground mines. IEEE Vehicular Technology Conference. DOI
• Aniss, H., Tardif, P.-M., Ouedraogo, R., Fortier, P. (2004). Communications network for underground mines based on the IEEE 802.11 and DOCSIS standards. IEEE Vehicular Technology Conference.
• Beaudoin, J.-J., Tran, G., Tardif, P.-M., Fortier, P. (2004). Underground experiments of video transmission over an IEEE 802.11 infrastructure. IEEE Vehicular Technology Conference.
• Benzakour, A., Affès, S., Despins, C., Tardif, P.-M. (2004). Wideband measurements of channel characteristics at 2.4 and 5.8 GHz in underground mining environments. IEEE Vehicular Technology Conference.
• Tardif, P.-M. (2001). Ice images processing interface for automatic features extraction. Proceedings of SPIE - The International Society for Optical Engineering. DOI
• Tardif, P.-M. (2001). Unsupervised partial volume estimation using 3-D and statistical priors. Proceedings of SPIE - The International Society for Optical Engineering. DOI
• Tardif, Pierre-Martin, Zaccarin, Andre. (1997). Interactive Java applet for teaching discrete-time system theory. Proceedings - Frontiers in Education Conference.
• Tardif, P.M., Zaccarin, A. (1997). MRI image segmentation using multiscale autoregressive model and 3D Markov random fields. Proceedings of SPIE - The International Society for Optical Engineering. DOI
• Tardif, P.-M., Zaccarin, A. (1997). Multiscale autoregressive image representation for Texture segmentation. Proceedings of SPIE - The International Society for Optical Engineering. DOI

Rapports

• Sylvana Al Baba Douaihy, Hugo Loiseau, Pierre-Martin Tardif. (2025). A Human Centric Approach of Cybersecurity of Big Event: The Case of the Paris 2024 Olympic and Paralympic Games. DOI
• Félix Gariépy, Benoit Dupont, Céline Castets-Renard, Hugo Loiseau, Lyse Langlois, Nadia Tawbi, Pierre-Martin Tardif, Sébastien Gambs, Steve Jacob. (2024). Guide sur les conditions et bonnes pratiques pour la mise en place d’une identité numérique nationale. DOI

Autres contributions

Cours enseignés à l'UdeS

• GTA411 - Gestion de projets technologiques. (2024-2026). (3CR).
• DAT812 - Acquisition et mise en place des applicatifs. (2023-2025). (3CR).
• DAT825 - Séminaire de synthèse. (2023-2025). (3CR).
• EBA879 - Gestion de la confidentialité et de la cyberrésilience. (2025). (1CR).
• GIS800 - Fondements de l'intelligence d'affaires. (2025). (3CR).
• GIS805 - Structuration et analyse multidimensionnelle. (2025). (3CR).
• GIS806 - Création et gestion des entrepôts de données. (2025). (3CR).
• GIS807 - Tableaux de bord et informatique décisionnelle. (2025). (3CR).
• GIS808 - Intelligence compétitive et géospatiale. (2025). (3CR).
• GIS812 - Analytique et science des données. (2025). (3CR).
• GIS861 - Méthode de recherche en intelligence d'affaires. (2025). (3CR).
• MQG812 - Technique de forage de données. (2025). (3CR).
• DAT822 - Gestion de projet en gouvernance des TI. (2024). (3CR).
• GEP840 - Projet de mémoire. (2024). (3CR).
• GEP841 - Atelier de rédaction I. (2024). (3CR).
• GES801 - Préparation à la certification Certified Information Systems Auditor, CISATM. (2023-2024). (3CR).
• MBA752 - Gestion de projet. (2024). (3CR).

Divers

• Alvarez, M., Verdier, J.-C., Nkashama, D.K., Frappier, M., Tardif, P.-M., Kabanza, F. (2022). A REVEALING LARGE-SCALE EVALUATION OF UNSUPERVISED ANOMALY DETECTION ALGORITHMS. arXiv.
• Chaymae, El Jabri, Marc, Frappier, Thibaud, Ecarot, Pierre-Martin, Tardif. (2022). Development of monitoring systems for anomaly detection using ASTD specifications.
• Chaymae, El Jabri, Marc, Frappier, Thibaud, Ecarot, Pierre-Martin, Tardif. (2022). Development of monitoring systems for anomaly detection using ASTD specifications .
• Abdellah Chehri, Paul Fortier, Pierre-martin Tardif. (2008). Geo-Location with Wireless Sensor Networks using Non-linear Optimization.
• Outalha, S., Le, R., Tardif, P.-M. (2000). Toward a unified and digital communication system for underground mines. CIM Bulletin.
• Abdellah Chehri, Paul Fortier, Pierre-martin Tardif. An Investigation of UWB-Based Wireless Networks in Industrial Automation.
• A. Chehri, P. Fortier, P. M. Tardif. Throughput-Delay Trade-Off for Slotted Aloha Multiple Access with Capture Effect.
• Pierre-martin Tardif. Titre non disponible.