Publications

Differentiability of classifier decision surface for evaluating faithfulness in local explanations
Journal / Periodical: Proceedings of the 23rd IFAC World Congress, Busan, Korea, August 23-28, 2026
Authors: Soroush, Kimia; Nõmm, Sven; Belikov, Juri
Year: 2026
Comparative evaluation of XAI techniques for CNN interpretation in Parkinson’s drawing test classification
Journal / Periodical: 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
Authors: Alawode, Oluwandabira O.; Valla, Elli; Toomela, Aaro; Nõmm, Sven
Year: 2026
Synthetic data-driven explainability for federated learning-based intrusion detection system
Journal / Periodical: IEEE Internet of Things Journal
Authors: Kalakoti, Rajesh; Bahsi, Hayretdin; Nõmm, Sven
Year: 2026
PointExplainer: towards transparent Parkinson’s disease diagnosis
Journal / Periodical: Information Fusion
Authors: Wang, Xuechao; Nõmm, Sven; Huang, Junqing; Medijainen, Kadri; Toomela, Aaro; Ruzhansky, Michael
Year: 2026
Statistical machine learning techniques for wave spectre estimation in coastal seas
Journal / Periodical: Recent Challenges in Intelligent Information and Database Systems : 17th Asian Conference, ACIIDS 2025. Kitakyushu, Japan, April 23–25, 2025, Proceedings, Part III
Authors: Daniljuk, Mihhail; Lastovko, Ilja; Rikka, Sander; Nõmm, Sven
Year: 2025
Smartphone-based microkinematic feature analysis for mental fatigue detection using machine learning
Journal / Periodical: Smartphone-based microkinematic feature analysis for mental fatigue detection using machine learning
Authors: Valla, Elli; Väli, Lilian; Nõmm, Sven; Toomela, Aaro
Year: 2025
Smartphone-based microkinematic feature analysis for mental fatigue detection using machine learning: Can smartphones reveal when we are tired?
Journal / Periodical: Cognition Technology & Work
Authors: Valla, Elli; Väli, Lilian; Nõmm, Sven; Toomela, Aaro
Year: 2025
Drawing strategies analysis for the embedded figure tests
Journal / Periodical: Recent Challenges in Intelligent Information and Database Systems : 17th Asian Conference, ACIIDS 2025, Kitakyushu, Japan, April 23–25, 2025, Proceedings, Part II
Authors: Nõmm, Sven; Tarvas, Peeter; Selau, Bento; Salomão, Soraya Jesus; Toomela, Aaro
Year: 2025
Evaluating explainable AI for deep learning-based network intrusion detection system alert classification
Journal / Periodical: Proceedings of the 11th International Conference on Information Systems Security and Privacy
Authors: Kalakoti, Rajesh; Vaarandi, Risto; Bahşi, Hayretdin; Nõmm, Sven
Year: 2025
Federated learning of explainable AI(FedXAI) for deep learning-based intrusion detection in IoT networks
Journal / Periodical: Computer Networks
Authors: Kalakoti, Rajesh; Nõmm, Sven; Bahsi, Hayretdin
Year: 2025
Adaptation of transformer model for numeric case
Journal / Periodical: Proceedings 2024 International Conference on Machine Learning and Applications, ICMLA 2024, Miami, Florida, 18-20 December 2024
Authors: Daniljuk, Mihhail; Rikka, Sander; Nõmm, Sven
Year: 2024
Comparison of one- two- and three-dimensional CNN models for drawing-test-based diagnostics of the Parkinson’s disease
Journal / Periodical: Biomedical Signal Processing and Control
Authors: Wang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Nõmm, Sven; Valla, Elli; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Ruzhansky, Michael
Year: 2024
Enhancing cerebral palsy gait analysis with 3D computer vision: a dual-camera approach
Journal / Periodical: 10th 2024 International Conference on Control, Decision and Information Technologies, CoDIT 2024, July 01-04, 2024, Valletta, Malta
Authors: Valla, Elli; Kanter, Gert; Nõmm, Sven; Kuusk, Anton Osvald; Maran, Peeter; Seenmaa, Karl Mihkel; Mägi, Killu; Toomela, Aaro
Year: 2024
LSTM-CNN: An efficient diagnostic network for Parkinson’s disease utilizing dynamic handwriting analysis
Journal / Periodical: Computer Methods and Programs in Biomedicine
Authors: Wang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Toomela, Aaro; Nõmm, Sven; Ruzhansky, Michael
Year: 2024