Publications

Preprints

• Klepl D, Rehák Bučková B, Svoboda J, Tomeček D, Španiel F, Hlinka J. Domain Adaptation Enables Cross-site Classification of First-episode Schizophrenia from Multimodal Neuroimaging Data. bioRxiv, 2026.

• Tomeček D, Klepl D, Pitra Z, Horáček J, Tintěra J, Španiel F, Hlinka J. Impact of Connectivity Granularity: A Comparison of ROI and Network-Level Approaches for Early Schizophrenia Classification. bioRxiv, 2025.

Journal Articles

• Klepl D, Wu M, He F. Graph Neural Network-Based EEG Classification: A Survey. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 32:493–503, 2024.

• Klepl D, He F, Wu M, Blackburn DJ, Sarrigiannis PG. Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer’s Disease Using EEG Data. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 31:3978–3987, 2023.

• Klepl D, He F, Wu M, Blackburn DJ, Sarrigiannis PG. Cross-Frequency Multilayer Network Analysis with Bispectrum-based Functional Connectivity: A Study of Alzheimer’s Disease. Neuroscience, 521:77–88, 2023.

• Klepl D, He F, Wu M, Blackburn DJ, Sarrigiannis PG. EEG-Based Graph Neural Network Classification of Alzheimer’s Disease: An Empirical Evaluation of Functional Connectivity Methods. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 30:2651–2660, 2022.

• Klepl D, He F, Wu M, De Marco M, Blackburn DJ, Sarrigiannis PG. Characterising Alzheimer’s Disease With EEG-Based Energy Landscape Analysis. IEEE Journal of Biomedical and Health Informatics, 26(3):992–1000, 2022.

Conference Papers

• Klepl D, He F, Wu M, Blackburn D, Sarrigiannis PG. Bispectrum-based Cross-frequency Functional Connectivity: Classification of Alzheimer’s Disease. 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), pp. 305–308, 2022.

• Ganeshamoorthy S, Roden L, Klepl D, He F. Gene Regulatory Network Inference through Link Prediction using Graph Neural Network. IEEE Signal Processing in Medicine and Biology Symposium (SPMB), pp. 1–5, 2022.