Publikatsioonid

Forecasting security-relevant event persistence on Telegram for cyber situational awareness
Väljaanne: Availability, Reliability and Security : ARES 2026 International Workshops, ARES 2026 International Workshops, Linköping, Sweden, August 24–27, 2026, Proceedings, Part II
Autorid: Rostok, Vladimir; Venables, Adrian; Nömm, Sven
Aasta: 2027
Synthetic data-driven explainability for federated learning-based intrusion detection system
Väljaanne: IEEE Internet of Things Journal
Autorid: Kalakoti, Rajesh; Bahsi, Hayretdin; Nõmm, Sven
Aasta: 2026
PointExplainer: towards transparent Parkinson’s disease diagnosis
Väljaanne: Information Fusion
Autorid: Wang, Xuechao; Nõmm, Sven; Huang, Junqing; Medijainen, Kadri; Toomela, Aaro; Ruzhansky, Michael
Aasta: 2026
Comparative evaluation of XAI techniques for CNN interpretation in Parkinson’s drawing test classification
Väljaanne: CENTERIS - International Conference on ENTERprise Information Systems / ProjMAN - International Conference on Project MANagement / HCist - International Conference on Health and Social Care Information Systems and Technologies
Autorid: Alawode, Oluwandabira O.; Valla, Elli; Toomela, Aaro; Nõmm, Sven
Aasta: 2026
Differentiability of classifier decision surface for evaluating faithfulness in local explanations
Väljaanne: Proceedings of the 23rd IFAC World Congress, Busan, Korea, August 23-28, 2026
Autorid: Soroush, Kimia; Nõmm, Sven; Belikov, Juri
Aasta: 2026
Machine learning approaches for event detection and credibility analysis in the digital information environment: a literature review
Väljaanne: IEEE Transactions on Computational Social Systems
Autorid: Rostok, Vladimir; Venables, Adrian; Nõmm, Sven
Aasta: 2026
Towards reliable SHAP explanations for NILM: quantifying information loss under different baselines
Väljaanne: Energy Informatics : Second Nordic Energy Informatics Academy Conference, EIA Nordic 2026, Reykjavik, Iceland, September 2–4, 2026, Proceedings
Autorid: Soroush, Kimia; Belikov, Juri; Nõmm, Sven
Aasta: 2026
A multimodal generative framework for synthetic spiral drawing data in Parkinson’s disease assessment
Väljaanne: 2026 25th International Conference on Machine Learning and Applications, ICMLA'26, October 5-7, 2026, Rochester, Michigan, USA
Autorid: Pophare, Navin Ajai; Puthukulangara, Sujisha; Nõmm, Sven; Toomela, Aaro
Aasta: 2026
Interpretable trajectory biomarker analysis of spiral drawings for Parkinson’s disease assessment
Väljaanne: 2026 19th International Conference on Control, Automation, Robotics and Vision, ICARCV 2026, Halong Bay, Vietnam, November 14-17, 2026
Autorid: Puthukulangara, Sujisha; Nõmm, Sven
Aasta: 2026
Self-interpretable sequential modelling of drawing strategy for neuropsychological assessment
Väljaanne: 2026 39th IEEE International Symposium on Computer-Based Medical Systems, IEEE CBMS 2026, June 3-5, 2026, Limassol, Cyprus
Autorid: Merzougui, Hanine; Nõmm, Sven, Toomela, Aaro
Aasta: 2026
Differentiability of classifier decision surface for evaluating faithfulness in local explanations
Väljaanne: IFAC Journal of Systems and Control
Autorid: Soroush, Kimia; Belikov, Juri, Nõmm, Sven
Aasta: 2026
Statistical machine learning techniques for wave spectre estimation in coastal seas
Väljaanne: Recent Challenges in Intelligent Information and Database Systems : 17th Asian Conference, ACIIDS 2025. Kitakyushu, Japan, April 23–25, 2025, Proceedings, Part III
Autorid: Daniljuk, Mihhail; Lastovko, Ilja; Rikka, Sander; Nõmm, Sven
Aasta: 2025
Drawing strategies analysis for the embedded figure tests
Väljaanne: Recent Challenges in Intelligent Information and Database Systems : 17th Asian Conference, ACIIDS 2025, Kitakyushu, Japan, April 23–25, 2025, Proceedings, Part II
Autorid: Nõmm, Sven; Tarvas, Peeter; Selau, Bento; Salomão, Soraya Jesus; Toomela, Aaro
Aasta: 2025
Evaluating explainable AI for deep learning-based network intrusion detection system alert classification
Väljaanne: Proceedings of the 11th International Conference on Information Systems Security and Privacy
Autorid: Kalakoti, Rajesh; Vaarandi, Risto; Bahşi, Hayretdin; Nõmm, Sven
Aasta: 2025