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Collaborations and top research areas from the last five years
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Unified pipeline for generalized mental state detection using EEG signals
Wang, Y., Elrawas, R., Nguyen, A. D., Girard, M., Mozharovskyi, P., Tartaglione, E. & Nguyen, V. T., 1 Feb 2026, In: Expert Systems with Applications. 297, 129422.Research output: Contribution to journal › Article › peer-review
Open Access -
Anomaly detection using data depth: multivariate case
Mozharovskyi, P. & Valla, R., 1 Nov 2025, In: International Journal of Data Science and Analytics. 20, 6, p. 5171-5196 26 p.Research output: Contribution to journal › Review article › peer-review
Open Access -
Network monitoring with machine learning methods
Johannssen, A., Otto, P. & Mozharovskyi, P., 1 Nov 2025, In: Computers and Industrial Engineering. 209, 111557.Research output: Contribution to journal › Editorial
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RESTYLING UNSUPERVISED CONCEPT BASED INTERPRETABLE NETWORKS WITH GENERATIVE MODELS
Parekh, J., Bouniot, Q., Mozharovskyi, P., Newson, A. & d'Alché-Buc, F., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 25211-25245 35 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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TAILORING MIXUP TO DATA FOR CALIBRATION
Bouniot, Q., Mozharovskyi, P. & d'Alché-Buc, F., 1 Jan 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 6766-6796 31 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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AI-Driven Intrusion Detection Systems (IDS) on the ROAD Dataset: A Comparative Analysis for Automotive Controller Area Network (CAN)
Guerra, L., Xu, L., Bellavista, P., Chapuis, T., Duc, G., Mozharovskyi, P. & Nguyen, V. T., 20 Nov 2024, CSCS 2024 - Proceedings of the 2024 Cyber Security in CarS Workshop, Co-Located with: CCS 2024. Association for Computing Machinery, Inc, p. 39-49 11 p. (CSCS 2024 - Proceedings of the 2024 Cyber Security in CarS Workshop, Co-Located with: CCS 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
A Pseudo-Metric between Probability Distributions based on Depth-Trimmed Regions
Staerman, G., Mozharovskyi, P., Colombo, P., Clémençon, S. & D’alché-Buc, F., 1 Jan 2024, In: Transactions on Machine Learning Research. 2024Research output: Contribution to journal › Article › peer-review
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On Exact Computation of Tukey Depth Central Regions
Fojtík, V., Laketa, P., Mozharovskyi, P. & Nagy, S., 1 Jan 2024, In: Journal of Computational and Graphical Statistics. 33, 2, p. 699-713 15 p.Research output: Contribution to journal › Article › peer-review
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Statistical Process Monitoring of Artificial Neural Networks
Malinovskaya, A., Mozharovskyi, P. & Otto, P., 1 Jan 2024, In: Technometrics. 66, 1, p. 104-117 14 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Tackling Interpretability in Audio Classification Networks With Non-negative Matrix Factorization
Parekh, J., Parekh, S., Mozharovskyi, P., Richard, G. & D'alche-Buc, F., 1 Jan 2024, In: IEEE/ACM Transactions on Audio Speech and Language Processing. 32, p. 1392-1405 14 p.Research output: Contribution to journal › Article › peer-review
Open Access