Synchronization coupling investigation using ICA cluster analysis in resting MEG signals in reading difficulties. - Marios Antonakakis; Giorgos A. Giannakakis; Manolis Tsiknakis; Sifis Micheloyannis; Michalis E. Zervakis (BIBE, 2013)

A Minimal Spanning Tree Analysis of EEG Responses to Complex Visual Stimuli. - Marios Antonakakis; Michalis E. Zervakis; Vaso Tsirka; Sifis Micheloyannis (ICTAI, 2014)

Comparison of brain network models using cross-frequency coupling and attack strategies. - Marios Antonakakis; Stavros I. Dimitriadis; Michalis E. Zervakis; Roozbeh Rezaie; Abbas Babajani-Feremi; Sifis Micheloyannis; George Zouridakis; Andrew C. Papanicolaou (EMBC, 2015)

Mining cross-frequency coupling microstates from resting state MEG: An application to mild traumatic brain injury. - Marios Antonakakis; Stavros I. Dimitriadis; Michalis E. Zervakis; Andrew C. Papanicolaou; George Zouridakis (EMBC, 2016)

Data-Driven Topological Filtering Based on Orthogonal Minimal Spanning Trees: Application to Multigroup Magnetoencephalography Resting-State Connectivity. - Stavros I. Dimitriadis; Marios Antonakakis; Panagiotis G. Simos; Jack M. Fletcher; Andrew C. Papanicolaou (Brain Connect., 2017)

Individualized Targeting and Optimization of Multi-channel Transcranial Direct Current Stimulation in Drug-Resistant Epilepsy. - Marios Antonakakis; Stefan Rampp; Christoph Kellinghaus; Carsten H. Wolters; Gabriel Moeddel (BIBE, 2019)

Combined EEG/MEG Source Reconstruction of Epileptic Activity using a Two-Phase Spike Clustering Approach. - Vasileios S. Dimakopoulos; Marios Antonakakis; Gabriel Moeddel; Jörg Wellmer; Stefan Rampp; Michalis E. Zervakis; Carsten H. Wolters (BIBE, 2019)

Effective Connectivity in the Primary Somatosensory Network using Combined EEG and MEG. - Konstantinos Politof; Marios Antonakakis; Andreas Wollbrink; Michalis E. Zervakis; Carsten H. Wolters (BIBE, 2019)

Constrained maximum intensity optimized multi-electrode tDCS targeting of human somatosensory network. - 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 (EMBC, 2019)

Aberrant Whole-Brain Transitions and Dynamics of Spontaneous Network Microstates in Mild Traumatic Brain Injury. - Marios Antonakakis; Stavros I. Dimitriadis; Michalis E. Zervakis; Andrew C. Papanicolaou; George Zouridakis (Frontiers Comput. Neurosci., 2019)

Inter-Subject Variability of Skull Conductivity and Thickness in Calibrated Realistic Head Models. - Marios Antonakakis; Sophie Schrader; Ümit Aydin; Asad Khan; Joachim Gross; Michalis E. Zervakis; Stefan Rampp; Carsten H. Wolters (NeuroImage, 2020)

A New Multi-Feature Classification Scheme for Normal and Abnormal Respiratory Sounds Discrimination. - Marios Antonakakis; Konstantinos Politof; Georgios A. Klados; Glykeria Sdoukopoulou; Sophia Schiza; Maria Papadogiorgaki; Christina Farmaki; Matthew Pediaditis; Michalis E. Zervakis; Vangelis Sakkalis (BIBE, 2021)

Heart Rate Classification Using ECG Signal Processing and Machine Learning Methods. - Maria Papadogiorgaki; Maria Venianaki; Paulos Charonyktakis; Marios Antonakakis; Ioannis Tsamardinos; Michalis E. Zervakis; Vangelis Sakkalis (BIBE, 2021)

Interictal Spike Classification in Pharmacoresistant Epilepsy using Combined EEG and MEG. - Glykeria Sdoukopoulou; Marios Antonakakis; Gabriel Möddel; Carsten H. Wolters; Michalis E. Zervakis (BIBE, 2021)

Reconstruction of the Very Early Thalamo-Cortical Network with Combined EEG and MEG on Realistic Head Modeling. - Konstantinos Politof; Marios Antonakakis; Andreas Wollbrink; Carsten H. Wolters; Michalis E. Zervakis (NER, 2021)

Reconstructing subcortical and cortical somatosensory activity via the RAMUS inverse source analysis technique using median nerve SEP data. - Atena Rezaei; Joonas Lahtinen; Frank Neugebauer; Marios Antonakakis; Maria Carla Piastra; Alexandra Koulouri; Carsten H. Wolters; Sampsa Pursiainen (NeuroImage, 2021)

Real-Time Object Detection using an Ultra-High-Resolution Camera on Embedded Systems. - Marios Antonakakis; Aimilios Tzavaras; Konstantinos Tsakos; Emmanouil G. Spanakis; Vangelis Sakkalis; Michalis E. Zervakis; Euripides G. M. Petrakis (IST, 2022)

Heatmap-based Explanation of YOLOv5 Object Detection with Layer-wise Relevance Propagation. - Apostolos Karasmanoglou; Marios Antonakakis; Michalis E. Zervakis (IST, 2022)

A New Multi-Resolution Approach to EEG Brain Modeling Using Local-Global Graphs and Stochastic Petri-Nets. - Nikolaos G. Bourbakis; Kostas Michalopoulos; Marios Antonakakis; Michael E. Zervakis (Int. J. Neural Syst., 2022)

Unsupervised Detection of Seizure-Related Dynamic Alterations with Autoencoder-Derived Deep Features. - Apostolos Karasmanoglou; Marios Antonakakis; Michalis E. Zervakis (BIBE, 2023)

Colour Prediction using Vision Transformer and Continous Wavelet Transform on EEG signals. - Puranjay Mishra; Marios Antonakakis; Koushlendra Kumar Singh; Michalis E. Zervakis (BIBE, 2023)

EEG Source Analysis with a Convolutional Neural Network and Finite Element Analysis. - Thanos Delatolas; Marios Antonakakis; Carsten H. Wolters; Michalis E. Zervakis (EMBC, 2023)

Design of a Multi-Feature Classification Scheme for Infant Epileptic Seizures. - Ioannis Torakis; Marios Antonakakis; Ekaterini S. Bei; Petros Gikas; Vangelis Sakkalis; Michalis E. Zervakis (EMBC, 2023)

A Two-Phase ResNet for Object Detection in Aerial Images. - Marios Antonakakis; Christos Trimas; Michalis E. Zervakis (IST, 2023)

Comparing YOLO-based Detectors for Pedestrian and Car Detection in Aerial Static Video: An Evaluation of Generalization Capacity and Performance. - Georgios Tzedakis; Eleftheria Tzamali; Emmanouil G. Spanakis; Marios Antonakakis; Michalis E. Zervakis; Vangelis Sakkalis (IST, 2023)

Wildforest Fire Detection with ShRe-Xception Network on Aerial Optical and Infrared Images. - Emmanouil E. Zachariadis; Marios Antonakakis; Michalis E. Zervakis (IST, 2023)

Brainstorm-DUNEuro: An integrated and user-friendly Finite Element Method for modeling electromagnetic brain activity. - 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; et al. (NeuroImage, 2023)

Chronic Mild Traumatic Brain Injury: Aberrant Static and Dynamic Connectomic Features Identified Through Machine Learning Model Fusion. - 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 (Neuroinformatics, 2023)

Emotion Recognition Based on EEG Signals and Deep Neural Networks Architectures. - Giorgos A. Giannakakis; Apostolos Karasmanoglou; Marios Antonakakis; Pelagia Vorgia; Michalis E. Zervakis (ACII (Workshops and Demos), 2024)

Pulsense: An AI-Driven Cardiovascular Monitoring and Arrhythmia Detection System. - Evangelos Katsoupis; Apostolos Karasmanoglou; Michalis E. Zervakis; Marios Antonakakis (BIBE, 2024)

The Effect of Multi-Channel tDCS on the Directed Connectivity Patterns of a Case with Focal Epilepsy Using a Multi-Feature Machine Learning Evaluation. - Alexandra Tsipourakis; Marios Antonakakis; Fabian Kaiser; Stefan Rampp; Stjepana Kovac; Christoph Kellinghaus; Gabriel Möddel; Carsten H. Wolters; Michalis E. Zervakis (BIBE, 2024)

EEGCA-Net: Channel-Attention Framework with Subject-Wise Fine-Tuning for Motor Imagery Classification. - Unnati Chaurasia; Himanshu Kumar Pathak; Koushlendra Kumar Singh; Marios Antonakakis; Michalis E. Zervakis (MeMeA, 2025)

Detecting Mild Traumatic Brain Injuries on Magnetoencephalography using Graph Convolutional Networks and Phase Synchronization. - Sotiris Kavvouras; Marios Antonakakis; Konstantinos Politof; Stavros I. Dimitriadis; Andrew C. Papanicolaou; Michalis E. Zervakis; George Zouridakis (MeMeA, 2025)

Semi-Supervised anomaly detection for the prediction and detection of pediatric focal epileptic seizures on fused EEG and ECG data. - Apostolos Karasmanoglou; Giorgos A. Giannakakis; Pelagia Vorgia; Marios Antonakakis; Michalis E. Zervakis (Biomed. Signal Process. Control., 2025)