Publications

Improving IoT security with explainable AI: quantitative evaluation of explainability for IoT botnet detection
Journal / Periodical: IEEE Internet of Things Journal
Authors: Kalakoti, Rajesh; Bahsi, Hayretdin; Nõmm, Sven
Year: 2024
An Efficient Neural Network for the Diagnosis of Parkinson’s Disease Using Dynamic Handwriting Analysis
Journal / Periodical: Extended Abstracts MWCAPDE 2023
Authors: Wang, Xuechao; Nõmm, Sven; Huang, Junqing; Chatzakou, Marianna; Ruzhansky, Michael
Year: 2024
Wave density spectra estimation with LSTM from Sentinel-1 SAR in the Baltic Sea
Journal / Periodical: 2024 IEEE/OES Thirteenth Current, Waves and Turbulence Measurement (CWTM), 18-20 March 2024
Authors: Rikka, Sander; Nõmm, Sven; Alari, Victor; Simon, Martin; Björkqvist, Jan-Victor
Year: 2024
Enhancing IoT Botnet attack detection in SOCs with an explainable active learning framework
Journal / Periodical: 2024 IEEE 5th World AI IoT Congress, AIIoT 2024
Authors: Kalakoti, Rajesh; Nõmm, Sven; Bahsi, Hayretdin
Year: 2024
Explainable transformer-based intrusion detection in Internet of Medical Things (IoMT) networks
Journal / Periodical: 2024 International Conference on Machine Learning and Applications, ICMLA 2024, Miami, Florida, 18-20 December 2024, proceedings
Authors: Kalakoti, Rajesh; Nõmm, Sven; Bahsi, Hayretdin
Year: 2024
Explainable federated learning for botnet detection in IoT networks
Journal / Periodical: Proceedings of the 2024 IEEE International Conference on Cyber Security and Resilience (CSR), September 2-4, 2024, London, UK
Authors: Kalakoti, Rajesh; Bahsi, Hayretdin; Nõmm, Sven
Year: 2024
Machine learning-based analysis of human motions for Parkinson’s disease diagnostics
Journal / Periodical: Extended Abstracts 2021/2022 : Methusalem Lectures
Authors: Nõmm, Sven
Year: 2024
Transforming fatigue assessment: Smartphone-based system with digitized motor skill tests
Journal / Periodical: International Journal of Medical Informatics
Authors: Valla, Elli; Toose, Ain-Joonas; Nõmm, Sven; Toomela, Aaro
Year: 2023
Deep learning based segmentation of Luria’s alternating series test to support diagnostics of Parkinson’s disease
Journal / Periodical: 2023 International Conference on Machine Learning and Applications (ICMLA)
Authors: Valla, Elli; Laur, Henry; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, Aaro
Year: 2023
Application of the LSTM models for Baltic Sea wave spectra estimation
Journal / Periodical: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Authors: Simon, Martin; Rikka, Sander; Nõmm, Sven; Alari, Victor
Year: 2023
A light-weight CNN model for efficient Parkinson’s disease diagnostics
Journal / Periodical: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems, 22-24 June 2023, L’Aquila, Italy, Proceedings
Authors: Wang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Nõmm, Sven; Ruzhansky, Michael
Year: 2023
Improving transparency and explainability of deep learning based IoT botnet detection using explainable artificial intelligence (XAI)
Journal / Periodical: Proceedings 22nd IEEE International Conference on Machine Learning and Applications, ICMLA 2023, 15–17 December 2023, Jacksonville Riverfront, Florida
Authors: Kalakoti, Rajesh; Nõmm, Sven; Bahsi, Hayretdin
Year: 2023