Semi-Supervised anomaly detection for the prediction and detection of pediatric focal epileptic seizures on fused EEG and ECG data.

Marios Antonakakis

Apostolos Karasmanoglou Giorgos A. Giannakakis Pelagia Vorgia Marios Antonakakis Michalis E. Zervakis Semi-Supervised anomaly detection for the prediction and detection of pediatric focal epileptic seizures on fused EEG and ECG data. 107083 2025 101 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2024.107083 db/journals/bspc/bspc101.html#KarasmanoglouGVAZ25 streams/journals/bspc

Keshav Trivedi Himanshu Kumar Pathak Ishaan Pathak Koushlendra Kumar Singh Marios Antonakakis Michalis E. Zervakis LungCLR: A Two-Stage Framework with Contrastive Pretraining for Low Data Lung Cancer Histopathology Classification. 509-515 2025 BIBE https://doi.org/10.1109/BIBE66822.2025.00091 conf/bibe/2025 db/conf/bibe/bibe2025.html#TrivediPPSAZ25 streams/conf/bibe Christina Chatzianagnostou Alexandra Tsipourakis Klea Biniakou Jesús Poza Crespo Carlos Gómez Peña Konstantinos-Alketas Oungrinis Michalis E. Zervakis Marios Antonakakis Emotional State Alterations in Immersive Projection Environments: An Eeg Study. 620-626 2025 BIBE https://doi.org/10.1109/BIBE66822.2025.00108 conf/bibe/2025 db/conf/bibe/bibe2025.html#ChatzianagnostouTBCPOZA25 streams/conf/bibe Charilaos Kapelonis Marios Antonakakis Konstantinos Politof Aristomenis Antoniadis Michalis E. Zervakis Automated Mosaic Tesserae Segmentation via Deep Learning Techniques. 1-6 2025 IST https://doi.org/10.1109/IST66504.2025.11268445 conf/ist/2025 db/conf/ist/ist2025.html#KapelonisAPAZ25 Unnati Chaurasia Himanshu Kumar Pathak Koushlendra Kumar Singh Marios Antonakakis Michalis E. Zervakis EEGCA-Net: Channel-Attention Framework with Subject-Wise Fine-Tuning for Motor Imagery Classification. 1-6 2025 MeMeA https://doi.org/10.1109/MeMeA65319.2025.11068014 conf/memea/2025 db/conf/memea/memea2025.html#ChaurasiaPSAZ25 Sotiris Kavvouras Marios Antonakakis Konstantinos Politof Stavros I. Dimitriadis Andrew C. Papanicolaou Michalis E. Zervakis George Zouridakis Detecting Mild Traumatic Brain Injuries on Magnetoencephalography using Graph Convolutional Networks and Phase Synchronization. 1-6 2025 MeMeA https://doi.org/10.1109/MeMeA65319.2025.11068023 conf/memea/2025 db/conf/memea/memea2025.html#KavvourasAPDPZZ25

Charilaos Kapelonis Marios Antonakakis Konstantinos Politof Aristomenis Antoniadis Michalis E. Zervakis Automated Mosaic Tesserae Segmentation via Deep Learning Techniques. 2025 December abs/2512.18406 CoRR https://doi.org/10.48550/arXiv.2512.18406 db/journals/corr/corr2512.html#abs-2512-18406 streams/journals/corr

Giorgos A. Giannakakis Apostolos Karasmanoglou Marios Antonakakis Pelagia Vorgia Michalis E. Zervakis Emotion Recognition Based on EEG Signals and Deep Neural Networks Architectures. 189-192 2024 ACII (Workshops and Demos) https://doi.org/10.1109/ACIIW63320.2024.00038 conf/acii/2024w db/conf/acii/acii2024w.html#GiannakakisKAVZ24 streams/conf/acii Evangelos Katsoupis Apostolos Karasmanoglou Michalis E. Zervakis Marios Antonakakis Pulsense: An AI-Driven Cardiovascular Monitoring and Arrhythmia Detection System. 1-8 2024 BIBE https://doi.org/10.1109/BIBE63649.2024.10820493 conf/bibe/2024 db/conf/bibe/bibe2024.html#KatsoupisKZA24 Alexandra Tsipourakis Marios Antonakakis Fabian Kaiser Stefan Rampp Stjepana Kovac Christoph Kellinghaus Gabriel Möddel Carsten H. Wolters Michalis E. Zervakis The Effect of Multi-Channel tDCS on the Directed Connectivity Patterns of a Case with Focal Epilepsy Using a Multi-Feature Machine Learning Evaluation. 1-8 2024 BIBE https://doi.org/10.1109/BIBE63649.2024.10820462 conf/bibe/2024 db/conf/bibe/bibe2024.html#TsipourakisAKRK24

Takfarinas Medani Juan Garcia-Prieto François Tadel Marios Antonakakis Tim Erdbrügger Malte Hoeltershinken Wayne Mead Sophie Schrader Anand A. Joshi Christian Engwer Carsten H. Wolters John C. Mosher Richard M. Leahy Brainstorm-DUNEuro: An integrated and user-friendly Finite Element Method for modeling electromagnetic brain activity. 119851 2023 267 NeuroImage https://doi.org/10.1016/j.neuroimage.2022.119851 db/journals/neuroimage/neuroimage267.html#MedaniGTAEHMSJE23

Nicholas John Simos Katina Manolitsi Andrea I. Luppi Antonios Kagialis Marios Antonakakis Michalis E. Zervakis Despina Antypa Eleftherios Kavroulakis Thomas G. Maris Antonios Vakis Emmanuel A. Stamatakis Efrosini Papadaki Chronic Mild Traumatic Brain Injury: Aberrant Static and Dynamic Connectomic Features Identified Through Machine Learning Model Fusion. 427-442 2023 April 21 Neuroinformatics 2 https://doi.org/10.1007/s12021-022-09615-1 db/journals/ni/ni21.html#SimosMLKAZAKMVSP23

Puranjay Mishra Marios Antonakakis Koushlendra Kumar Singh Michalis E. Zervakis Colour Prediction using Vision Transformer and Continous Wavelet Transform on EEG signals. 181-186 2023 BIBE https://doi.org/10.1109/BIBE60311.2023.00036 conf/bibe/2023 db/conf/bibe/bibe2023.html#MishraASZ23 Apostolos Karasmanoglou Marios Antonakakis Michalis E. Zervakis Unsupervised Detection of Seizure-Related Dynamic Alterations with Autoencoder-Derived Deep Features. 195-200 2023 BIBE https://doi.org/10.1109/BIBE60311.2023.00038 conf/bibe/2023 db/conf/bibe/bibe2023.html#KarasmanoglouAZ23 Thanos Delatolas Marios Antonakakis Carsten H. Wolters Michalis E. Zervakis EEG Source Analysis with a Convolutional Neural Network and Finite Element Analysis. 1-4 2023 EMBC https://doi.org/10.1109/EMBC40787.2023.10340742 conf/embc/2023 db/conf/embc/embc2023.html#DelatolasAWZ23 Ioannis Torakis Marios Antonakakis Ekaterini S. Bei Petros Gikas Vangelis Sakkalis Michalis E. Zervakis Design of a Multi-Feature Classification Scheme for Infant Epileptic Seizures. 1-4 2023 EMBC https://doi.org/10.1109/EMBC40787.2023.10341164 conf/embc/2023 db/conf/embc/embc2023.html#TorakisABGSZ23 Marios Antonakakis Christos Trimas Michalis E. Zervakis A Two-Phase ResNet for Object Detection in Aerial Images. 1-5 2023 IST https://doi.org/10.1109/IST59124.2023.10355709 conf/ist/2023 db/conf/ist/ist2023.html#AntonakakisTZ23 Georgios Tzedakis Eleftheria Tzamali Emmanouil G. Spanakis Marios Antonakakis Michalis E. Zervakis Vangelis Sakkalis Comparing YOLO-based Detectors for Pedestrian and Car Detection in Aerial Static Video: An Evaluation of Generalization Capacity and Performance. 1-5 2023 IST https://doi.org/10.1109/IST59124.2023.10355688 conf/ist/2023 db/conf/ist/ist2023.html#TzedakisTSAZS23 Emmanouil E. Zachariadis Marios Antonakakis Michalis E. Zervakis Wildforest Fire Detection with ShRe-Xception Network on Aerial Optical and Infrared Images. 1-6 2023 IST https://doi.org/10.1109/IST59124.2023.10355703 conf/ist/2023 db/conf/ist/ist2023.html#ZachariadisAZ23

Nikolaos G. Bourbakis Kostas Michalopoulos Marios Antonakakis Michael E. Zervakis A New Multi-Resolution Approach to EEG Brain Modeling Using Local-Global Graphs and Stochastic Petri-Nets. 2250006:1-2250006:19 2022 32 Int. J. Neural Syst. 5 https://doi.org/10.1142/S012906572250006X db/journals/ijns/ijns32.html#BourbakisMAZ22

Marios Antonakakis Aimilios Tzavaras Konstantinos Tsakos Emmanouil G. Spanakis Vangelis Sakkalis Michalis E. Zervakis Euripides G. M. Petrakis Real-Time Object Detection using an Ultra-High-Resolution Camera on Embedded Systems. 1-6 2022 IST https://doi.org/10.1109/IST55454.2022.9827742 conf/ist/2022 db/conf/ist/ist2022.html#AntonakakisTTSS22 Apostolos Karasmanoglou Marios Antonakakis Michalis E. Zervakis Heatmap-based Explanation of YOLOv5 Object Detection with Layer-wise Relevance Propagation. 1-6 2022 IST https://doi.org/10.1109/IST55454.2022.9827744 conf/ist/2022 db/conf/ist/ist2022.html#KarasmanoglouAZ22

Atena Rezaei Joonas Lahtinen Frank Neugebauer Marios Antonakakis Maria Carla Piastra Alexandra Koulouri Carsten H. Wolters Sampsa Pursiainen Reconstructing subcortical and cortical somatosensory activity via the RAMUS inverse source analysis technique using median nerve SEP data. 118726 2021 245 NeuroImage https://doi.org/10.1016/j.neuroimage.2021.118726 db/journals/neuroimage/neuroimage245.html#RezaeiLNAPKWP21

Marios Antonakakis Konstantinos Politof Georgios A. Klados Glykeria Sdoukopoulou Sophia Schiza Maria Papadogiorgaki Christina Farmaki Matthew Pediaditis Michalis E. Zervakis Vangelis Sakkalis A New Multi-Feature Classification Scheme for Normal and Abnormal Respiratory Sounds Discrimination. 1-6 2021 BIBE https://doi.org/10.1109/BIBE52308.2021.9635348 conf/bibe/2021 db/conf/bibe/bibe2021.html#AntonakakisPKSS21 Maria Papadogiorgaki Maria Venianaki Paulos Charonyktakis Marios Antonakakis Ioannis Tsamardinos Michalis E. Zervakis Vangelis Sakkalis Heart Rate Classification Using ECG Signal Processing and Machine Learning Methods. 1-6 2021 BIBE https://doi.org/10.1109/BIBE52308.2021.9635462 conf/bibe/2021 db/conf/bibe/bibe2021.html#PapadogiorgakiV21 Glykeria Sdoukopoulou Marios Antonakakis Gabriel Möddel Carsten H. Wolters Michalis E. Zervakis Interictal Spike Classification in Pharmacoresistant Epilepsy using Combined EEG and MEG. 1-6 2021 BIBE https://doi.org/10.1109/BIBE52308.2021.9635501 conf/bibe/2021 db/conf/bibe/bibe2021.html#SdoukopoulouAMW21 Konstantinos Politof Marios Antonakakis Andreas Wollbrink Carsten H. Wolters Michalis E. Zervakis Reconstruction of the Very Early Thalamo-Cortical Network with Combined EEG and MEG on Realistic Head Modeling. 371-374 2021 NER https://doi.org/10.1109/NER49283.2021.9441387 conf/ner/2021 db/conf/ner/ner2021.html#PolitofAWWZ21

Marios Antonakakis Sophie Schrader Ümit Aydin Asad Khan Joachim Gross Michalis E. Zervakis Stefan Rampp Carsten H. Wolters Inter-Subject Variability of Skull Conductivity and Thickness in Calibrated Realistic Head Models. 117353 2020 223 NeuroImage https://doi.org/10.1016/j.neuroimage.2020.117353 https://www.wikidata.org/entity/Q99371306 https://orkg.org/resource/R109680 db/journals/neuroimage/neuroimage223.html#AntonakakisSAKG20

Marios Antonakakis Stavros I. Dimitriadis Michalis E. Zervakis Andrew C. Papanicolaou George Zouridakis Aberrant Whole-Brain Transitions and Dynamics of Spontaneous Network Microstates in Mild Traumatic Brain Injury. 2019 13 Frontiers Comput. Neurosci. https://doi.org/10.3389/fncom.2019.00090 https://www.wikidata.org/entity/Q89493982 https://orkg.org/resource/R109404 db/journals/ficn/ficn13.html#AntonakakisDZPZ20 90

Konstantinos Politof Marios Antonakakis Andreas Wollbrink Michalis E. Zervakis Carsten H. Wolters Effective Connectivity in the Primary Somatosensory Network using Combined EEG and MEG. 593-597 2019 BIBE https://doi.org/10.1109/BIBE.2019.00113 conf/bibe/2019 db/conf/bibe/bibe2019.html#PolitofAWZW19 Marios Antonakakis Stefan Rampp Christoph Kellinghaus Carsten H. Wolters Gabriel Moeddel Individualized Targeting and Optimization of Multi-channel Transcranial Direct Current Stimulation in Drug-Resistant Epilepsy. 871-876 2019 BIBE https://doi.org/10.1109/BIBE.2019.00162 https://orkg.org/orkg/resource/R109401 conf/bibe/2019 db/conf/bibe/bibe2019.html#AntonakakisRKWM19 Vasileios S. Dimakopoulos Marios Antonakakis Gabriel Moeddel Jörg Wellmer Stefan Rampp Michalis E. Zervakis Carsten H. Wolters Combined EEG/MEG Source Reconstruction of Epileptic Activity using a Two-Phase Spike Clustering Approach. 877-881 2019 BIBE https://doi.org/10.1109/BIBE.2019.00163 conf/bibe/2019 db/conf/bibe/bibe2019.html#DimakopoulosAMW19 Asad Khan Marios Antonakakis Nikolas Vogenauer Andreas Wollbrink Sonja Suntrup-Krueger Till R. Schneider Christoph S. Herrmann Michael A. Nitsche Walter Paulus Jens Haueisen Carsten H. Wolters Constrained maximum intensity optimized multi-electrode tDCS targeting of human somatosensory network. 5894-5897 2019 EMBC https://doi.org/10.1109/EMBC.2019.8857253 https://www.wikidata.org/entity/Q92700250 https://orkg.org/resource/R109684 conf/embc/2019 db/conf/embc/embc2019.html#KhanAVWSSHNPHW19

Stavros I. Dimitriadis Marios Antonakakis Panagiotis G. Simos Jack M. Fletcher Andrew C. Papanicolaou Data-Driven Topological Filtering Based on Orthogonal Minimal Spanning Trees: Application to Multigroup Magnetoencephalography Resting-State Connectivity. 661-670 2017 7 Brain Connect. 10 https://doi.org/10.1089/brain.2017.0512 https://www.wikidata.org/entity/Q47692167 db/journals/brain/brain7.html#DimitriadisASFP17

Marios Antonakakis Stavros I. Dimitriadis Michalis E. Zervakis Andrew C. Papanicolaou George Zouridakis Mining cross-frequency coupling microstates from resting state MEG: An application to mild traumatic brain injury. 5513-5516 2016 EMBC https://doi.org/10.1109/EMBC.2016.7591975 https://www.wikidata.org/entity/Q48275715 conf/embc/2016 db/conf/embc/embc2016.html#AntonakakisDZPZ16 Marios Antonakakis Stavros I. Dimitriadis Michalis E. Zervakis Roozbeh Rezaie Abbas Babajani-Feremi Sifis Micheloyannis George Zouridakis Andrew C. Papanicolaou Comparison of brain network models using cross-frequency coupling and attack strategies. 7426-7429 2015 EMBC https://doi.org/10.1109/EMBC.2015.7320108 https://www.wikidata.org/entity/Q40136600 conf/embc/2015 db/conf/embc/embc2015.html#AntonakakisDZRB15 Marios Antonakakis Michalis E. Zervakis Vaso Tsirka Sifis Micheloyannis A Minimal Spanning Tree Analysis of EEG Responses to Complex Visual Stimuli. 652-656 2014 ICTAI https://doi.org/10.1109/ICTAI.2014.103 https://doi.ieeecomputersociety.org/10.1109/ICTAI.2014.103 conf/ictai/2014 db/conf/ictai/ictai2014.html#AntonakakisZTM14 Marios Antonakakis Giorgos A. Giannakakis Manolis Tsiknakis Sifis Micheloyannis Michalis E. Zervakis Synchronization coupling investigation using ICA cluster analysis in resting MEG signals in reading difficulties. 1-5 2013 BIBE https://doi.org/10.1109/BIBE.2013.6701594 https://doi.ieeecomputersociety.org/10.1109/BIBE.2013.6701594 conf/bibe/2013 db/conf/bibe/bibe2013.html#AntonakakisGTMZ13 Aristomenis Antoniadis Despina Antypa Ümit Aydin Abbas Babajani-Feremi Ekaterini S. Bei Klea Biniakou Nikolaos G. Bourbakis Paulos Charonyktakis Christina Chatzianagnostou Unnati Chaurasia Jesús Poza Crespo Thanos Delatolas Vasileios S. Dimakopoulos Stavros I. Dimitriadis Christian Engwer Tim Erdbrügger Cristina FarmakiChristina Farmaki Jack M. Fletcher Juan Garcia-Prieto Giorgos A. Giannakakis Petros Gikas Joachim Gross Jens Haueisen Christoph S. Herrmann Malte B. HöltershinkenMalte Hoeltershinken Anand A. Joshi Antonios Kagialis Fabian Kaiser Charilaos Kapelonis Apostolos Karasmanoglou Evangelos Katsoupis Eleftherios Kavroulakis Sotiris Kavvouras Christoph Kellinghaus Asad Khan Georgios A. Klados Alexandra Koulouri Stjepana Kovac Joonas Lahtinen Richard M. Leahy Andrea I. Luppi Katina Manolitsi Thomas G. Maris Wayne Mead Takfarinas Medani Kostas Michalopoulos Sifis Micheloyannis Puranjay Mishra Gabriel MöddelGabriel Moeddel John C. Mosher Frank Neugebauer Michael A. Nitsche Konstantinos-Alketas Oungrinis Efrosini Papadaki Maria Papadogiorgaki Andrew C. Papanicolaou Himanshu Kumar Pathak Ishaan Pathak Walter Paulus Matthew Pediaditis Carlos Gómez Peña Euripides G. M. Petrakis Maria Carla Piastra Konstantinos Politof Sampsa Pursiainen Stefan Rampp Atena Rezaei Roozbeh Rezaie Vangelis Sakkalis Sophia Schiza Till R. Schneider Sophie Schrader Glykeria Sdoukopoulou Nicholas John Simos Panagiotis G. Simos Koushlendra Kumar Singh Emmanouil SpanakisEmmanouil G. Spanakis Emmanuel A. Stamatakis Sonja Suntrup-Krueger François Tadel Ioannis Torakis Christos Trimas Keshav Trivedi Konstantinos Tsakos Ioannis Tsamardinos Manolis Tsiknakis Alexandra Tsipourakis Vaso Tsirka Eleftheria Tzamali Aimilios Tzavaras Georgios Tzedakis Antonios Vakis Maria Venianaki Nikolas Vogenauer Pelagia Vorgia Jörg Wellmer Andreas Wollbrink Carsten H. Wolters Emmanouil E. Zachariadis Michalis E. ZervakisMichael E. Zervakis George Zouridakis