| Functional connectivity analysis of mental fatigue reveals different network topological alterations between driving and vigilance tasks GN Dimitrakopoulos, I Kakkos, Z Dai, H Wang, K Sgarbas, N Thakor, ... IEEE transactions on neural systems and rehabilitation engineering 26 (4 …, 2018 | 152 | 2018 |
| Task-independent mental workload classification based upon common multi-band EEG cortical connectivity G Dimitrakopoulos, I Kakkos, Z Dai, J Lim, A Bezerianos, SUN Yu IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2017 | 147 | 2017 |
| A review of ARIMA vs. machine learning approaches for time series forecasting in data driven networks VI Kontopoulou, AD Panagopoulos, I Kakkos, GK Matsopoulos Future Internet 15 (8), 255, 2023 | 143 | 2023 |
| Mental workload drives different reorganizations of functional cortical connectivity between 2D and 3D simulated flight experiments I Kakkos, GN Dimitrakopoulos, L Gao, Y Zhang, P Qi, GK Matsopoulos, ... IEEE Transactions on Neural Systems and Rehabilitation Engineering 27 (9 …, 2019 | 118 | 2019 |
| EEG fingerprints of task-independent mental workload discrimination I Kakkos, GN Dimitrakopoulos, Y Sun, J Yuan, GK Matsopoulos, ... IEEE Journal of Biomedical and Health Informatics 25 (10), 3824-3833, 2021 | 66 | 2021 |
| Advances in Electrical Source Imaging: A Review of the Current Approaches, Applications and Challenges I Zorzos, I Kakkos, E Ventouras, G Matsopoulos Signals 2 (3), 378-391, 2021 | 26 | 2021 |
| Applying neural networks with time-frequency features for the detection of mental fatigue I Zorzos, I Kakkos, ST Miloulis, A Anastasiou, EM Ventouras, ... Applied sciences 13 (3), 1512, 2023 | 18 | 2023 |
| A machine learning fMRI approach in the diagnosis of autism A Karampasi, I Kakkos, ST Miloulis, I Zorzos, GN Dimitrakopoulos, ... 2020 IEEE international conference on big data (big data), 3628-3631, 2020 | 18 | 2020 |
| Driving mental fatigue classification based on brain functional connectivity GN Dimitrakopoulos, I Kakkos, AG Vrahatis, K Sgarbas, J Li, Y Sun, ... International Conference on Engineering Applications of Neural Networks, 465-474, 2017 | 17 | 2017 |
| Progress of brain network studies on anesthesia and consciousness: framework and clinical applications J Liu, K Dong, Y Sun, I Kakkos, F Huang, G Wang, P Qi, X Chen, D Zhang, ... Engineering 20, 77-95, 2023 | 16 | 2023 |
| Neuroprotective assessment of prolonged local hypothermia post contusive spinal cord injury in rodent model DBL Teh, SM Chua, A Prasad, I Kakkos, W Jiang, M Yue, X Liu, AH All The Spine Journal 18 (3), 507-514, 2018 | 16 | 2018 |
| Inferring the individual psychopathologic deficits with structural connectivity in a longitudinal cohort of schizophrenia Y Sun, Z Zhang, I Kakkos, GK Matsopoulos, J Yuan, J Suckling, L Xu, ... IEEE Journal of Biomedical and Health Informatics 26 (6), 2536-2546, 2022 | 15 | 2022 |
| A mental fatigue index based on regression using mulitband EEG features with application in simulated driving GN Dimitrakopoulos, I Kakkos, NV Thakor, A Bezerianos, Y Sun 2017 39th Annual International Conference of the IEEE Engineering in …, 2017 | 15 | 2017 |
| Cognitive reorganization due to mental workload: A functional connectivity analysis based on working memory paradigms GN Dimitrakopoulos, I Kakkos, A Anastasiou, A Bezerianos, Y Sun, ... Applied Sciences 13 (4), 2129, 2023 | 14 | 2023 |
| Informative biomarkers for autism spectrum disorder diagnosis in functional magnetic resonance imaging data on the default mode network AS Karampasi, AD Savva, VC Korfiatis, I Kakkos, GK Matsopoulos Applied Sciences 11 (13), 6216, 2021 | 13 | 2021 |
| Early prediction of planning adaptation requirement indication due to volumetric alterations in head and neck cancer radiotherapy: a machine learning approach V Iliadou, I Kakkos, P Karaiskos, V Kouloulias, K Platoni, A Zygogianni, ... Cancers 14 (15), 3573, 2022 | 11 | 2022 |
| A condition-independent framework for the classification of error-related brain activity I Kakkos, EM Ventouras, PA Asvestas, IS Karanasiou, GK Matsopoulos Medical & Biological Engineering & Computing 58, 573-587, 2020 | 11 | 2020 |
| Identification of gait-related brain activity using electroencephalographic signals J Chai, G Chen, P Thangavel, GN Dimitrakopoulos, I Kakkos, Y Sun, Z Dai, ... 2017 8th International IEEE/EMBS Conference on Neural Engineering (NER), 548-551, 2017 | 8 | 2017 |
| Human–machine interfaces for motor rehabilitation I Kakkos, ST Miloulis, K Gkiatis, GN Dimitrakopoulos, GK Matsopoulos Advanced Computational Intelligence in Healthcare-7: Biomedical Informatics …, 2020 | 7 | 2020 |
| A combined computational and experimental analysis of PLA and PCL hybrid nanocomposites 3D printed scaffolds for bone regeneration SV Kallivokas, LC Kontaxis, S Psarras, M Roumpi, O Ntousi, I Kakkos, ... Biomedicines 12 (2), 261, 2024 | 5 | 2024 |
