SeizeIT2: Wearable Dataset Of Patients With Focal Epilepsy

Authors: Bhagubai, Miguel, Chatzichristos, Christos, Swinnen, Lauren, Macea, Jaiver, Zhang, Jingwei, Lagae, Lieven, Jansen, Katrien, Schulze-Bonhage, Andreas, Sales, Francisco, Mahler, Benno, Weber, Yvonne, Van Paesschen, Wim, De Vos, Maarten

Subject Terms: Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2502.01224

Integrating anatomy and electrophysiology in the healthy human heart: Insights from biventricular statistical shape analysis using universal coordinates

Authors: Van Santvliet, Lore, Zappon, Elena, Gsell, Matthias A. F., Thaler, Franz, Blondeel, Maarten, Dymarkowski, Steven, Claessen, Guido, Willems, Rik, Urschler, Martin, Vandenberk, Bert, Plank, Gernot, De Vos, Maarten

Subject Terms: Quantitative Biology - Tissues and Organs

Access URL: http://arxiv.org/abs/2501.04504

A Multi-View Extension for Change Point Detection via Time-Invariant Representations

Authors: Cao, Zhenxiang, Seeuws, Nick, De Vos, Maarten, Bertrand, Alexander

Source: 2024 32nd European Signal Processing Conference (EUSIPCO) European Signal Processing Conference (EUSIPCO), 2024 32nd. :2732-2736 Aug, 2024

Relation: 2024 32nd European Signal Processing Conference (EUSIPCO)

Multimodal Fusion Balancing Through Game-Theoretic Regularization

Authors: Kontras, Konstantinos, Strypsteen, Thomas, Chatzichristos, Christos, Liang, Paul Pu, Blaschko, Matthew, De Vos, Maarten

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Computer Science and Game Theory, Computer Science - Multimedia

Access URL: http://arxiv.org/abs/2411.07335

MixNet: Joining Force of Classical and Modern Approaches Toward the Comprehensive Pipeline in Motor Imagery EEG Classification

Authors: Autthasan, Phairot, Chaisaen, Rattanaphon, Phan, Huy, De Vos, Maarten, Wilaiprasitporn, Theerawit

Source: IEEE Internet of Things Journal 2024

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Human-Computer Interaction, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2409.04104

Cross-Subject Mindfulness Meditation EEG Decoding

Authors: Karaiskou, Angeliki-Ilektra, Varon, Carolina, Alaerts, Kaat, De Vos, Maarten

Source: 2023 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE) Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE), 2023 IEEE International Conference on. :781-786 Oct, 2023

Relation: 2023 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)

Improving Multimodal Learning with Multi-Loss Gradient Modulation

Authors: Kontras, Konstantinos, Chatzichristos, Christos, Blaschko, Matthew, De Vos, Maarten

Subject Terms: Computer Science - Multimedia, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Access URL: http://arxiv.org/abs/2405.07930

The Statistical Analysis of the Varying Brain

Authors: Chen, Oliver Y., Thanh Vu, Duy, Greub, Gilbert, Cao, Hengyi, He, Xingru, Muller, Yannick, Petrovas, Constantinos, Shou, Haochang, Nguyen, Viet-Dung, Zhi, Bangdong, Perez, Laurent, Raisaro, Jean-Louis, Nagels, Guy, de Vos, Maarten, He, Wei, Gottardo, Raphael, Smart, Palie, Munafo, Marcus, Pantaleo, Giuseppe

Source: 2023 IEEE Statistical Signal Processing Workshop (SSP) Statistical Signal Processing Workshop (SSP), 2023 IEEE. :700-704 Jul, 2023

Relation: 2023 IEEE Statistical Signal Processing Workshop (SSP)

Improving Automatic Sleep Staging Via Temporal Smoothness Regularization

Authors: Phan, Huy, Heremans, Elisabeth, Chen, Oliver Y., Koch, Philipp, Mertins, Alfred, De Vos, Maarten

Source: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Acoustics, Speech and Signal Processing (ICASSP), ICASSP 2023 - 2023 IEEE International Conference on. :1-5 Jun, 2023

Relation: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Fine-Grained Emotion Recognition Using Brain-Heart Interplay Measurements and eXplainable Convolutional Neural Networks

Authors: Gagliardi, Guido, Alfeo, Antonio Luca, Catrambone, Vincenzo, Cimino, Mario G.C.A., De Vos, Maarten, Valenzal, Gaetano

Source: 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER) Neural Engineering (NER), 2023 11th International IEEE/EMBS Conference on. :1-6 Apr, 2023

Relation: 2023 11th International IEEE/EMBS Conference on Neural Engineering (NER)

Multimodal wearable EEG, EMG and accelerometry measurements improve the accuracy of tonic-clonic seizure detection in-hospital

Authors: Zhang, Jingwei, Swinnen, Lauren, Chatzichristos, Christos, Broux, Victoria, Proost, Renee, Jansen, Katrien, Mahler, Benno, Zabler, Nicolas, Epitashvilli, Nino, Dümpelmann, Matthias, Schulze-Bonhage, Andreas, Schriewer, Elisabeth, Ermis, Ummahan, Wolking, Stefan, Linke, Florian, Weber, Yvonne, Symmonds, Mkael, Sen, Arjune, Biondi, Andrea, Richardson, Mark P., Sulaiman I, Abuhaiba, Silva, Ana Isabel, Sales, Francisco, Vértes, Gergely, Van Paesschen, Wim, De Vos, Maarten

Subject Terms: Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2403.13066

Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging

Authors: Heremans, Elisabeth R. M., Osselaer, Trui, Seeuws, Nick, Phan, Huy, Testelmans, Dries, De Vos, Maarten

Source: 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) Biomedical and Health Informatics (BHI), 2022 IEEE-EMBS International Conference on. :1-4 Sep, 2022

Relation: 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI)

Automated Movement Detection with Dirichlet Process Mixture Models and Electromyography

Authors: Cooray, Navin, Li, Zhenglin, Wang, Jinzhuo, Lo, Christine, Arvaneh, Mahnaz, Symmonds, Mkael, Hu, Michele, De Vos, Maarten, Mihaylova, Lyudmila S

Source: 2022 25th International Conference on Information Fusion (FUSION) Information Fusion (FUSION), 2022 25th International Conference on. :01-08 Jul, 2022

Relation: 2022 25th International Conference on Information Fusion (FUSION)

Increasing Performance And Sample Efficiency With Model-agnostic Interactive Feature Attributions

Authors: Michiels, Joran, De Vos, Maarten, Suykens, Johan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2306.16431

Explaining the Model and Feature Dependencies by Decomposition of the Shapley Value

Authors: Michiels, Joran, De Vos, Maarten, Suykens, Johan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2306.10880

U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging

Authors: Heremans, Elisabeth R. M., Seedat, Nabeel, Buyse, Bertien, Testelmans, Dries, van der Schaar, Mihaela, De Vos, Maarten

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2306.04663

From the digital twins in healthcare to the Virtual Human Twin: a moon-shot project for digital health research

Authors: Viceconti, Marco, De Vos, Maarten, Mellone, Sabato, Geris, Liesbet

Subject Terms: Physics - Medical Physics, Computer Science - Computers and Society, Physics - Biological Physics

Access URL: http://arxiv.org/abs/2304.06678

CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

Authors: Kontras, Konstantinos, Chatzichristos, Christos, Phan, Huy, Suykens, Johan, De Vos, Maarten

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2304.06485

L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging

Authors: Phan, Huy, Lorenzen, Kristian P., Heremans, Elisabeth, Chén, Oliver Y., Tran, Minh C., Koch, Philipp, Mertins, Alfred, Baumert, Mathias, Mikkelsen, Kaare, De Vos, Maarten

Subject Terms: Electrical Engineering and Systems Science - Signal Processing, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2301.03441

Epilepsy Detection Grand Challenge

Authors: Chatzichristos, Christos, Bhagubai, Miguel, Van Paesschen, Wim, De Vos, Maarten

Source: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Acoustics, Speech and Signal Processing (ICASSP), ICASSP 2023 - 2023 IEEE International Conference on. :1-2 Jun, 2023

Relation: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)