Papalamprakopoulou, Z., Stavropoulos, D., Moustakidis, S., Avgerinos, D., et al.
Artificial intelligence-enabled atrial fibrillation detection using smartwatches: current status and future perspectives
Artificial Intelligence for Arrhythmia Detection and Prediction, 8
2025
Kokkotis, C., Moustakidis, S., Swift, S. J., Kontopidou, F., Kavouras, I., et al.
Artificial Intelligence and Machine Learning in the Diagnosis and Prognosis of Diseases Through Breath Analysis: A Scoping Review
Information, 16(11), 968
2025
Chadoulos, C., Theocharis, J., Symeonidis, A., & Moustakidis, S.
Knee-cartilage segmentation from MR images using Multi-view Hypergraph Convolutional Neural Networks
Applied Intelligence, 55(13), 939
2025
Moustakidis, S., Stergiou, K., Gee, M., Roshanmanesh, S., Hayati, F., et al.
Deep learning autoencoders for fast fourier transform-based clustering and temporal damage evolution in acoustic emission data from composite materials
Infrastructures, 10(3), 51
2025
Chalatsis, G., Siouras, A., Mitrousias, V., Chantes, I., Moustakidis, S., et al.
Thessaly Graft Index: An Artificial Intelligence-Based Index for the Assessment of Graft Integrity in ACL-Reconstructed Knees
JBJS. doi:10.2106
2025
Kokkotis, C., Apostolidis, K., Menychtas, D., Kansizoglou, I., Karampina, E., et al.
Explainable Siamese Neural Networks for Detection of High Fall Risk Older Adults in the Community Based on Gait Analysis
Journal of Functional Morphology and Kinesiology, 10(1), 73
2025
Plakias, S., Kasioura, C., Pamboris, G. M., Kokkotis, C., Tsatalas, T., et al.
A grounded theory for professional soccer teams' playing styles: Towards a consensus
International Journal of Sports Science & Coaching, 20(1), 159-172
2025
Plakias, S., Tasoulis, S., Kyranoudis, A. E., Kokkotis, C., & Moustakidis, S.
The Limited Impact of Running Performance on Football Success in the Turkish Super League
Applied Sciences, 15(2), 637
2025
Moustakidis, S., Stergiou, K., & Karlsson, P.
Optimization techniques in additive manufacturing of functional polymers and nanocomposites
Additive Manufacturing of Functional Polymers and Nanocomposites, 647-667
2025
Chadoulos, C. G., Tsaopoulos, D. E., Moustakidis, S. P., & Theocharis, J. B.
A Multi-View Semi-supervised learning method for knee joint cartilage segmentation combining multiple feature descriptors and image modalities
Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization
2024
Siouras, A., Moustakidis, S., Chalatsis, G., Bohoran, T. A., Hantes, M., Vlychou, M., et al.
Economical hybrid novelty detection leveraging global aleatoric semantic uncertainty for enhanced MRI-based ACL tear diagnosis
Computerized Medical Imaging and Graphics, 117, 102424
2024
Samaras, A. D., Feleki, A., Apostolopoulos, I. D., Moustakidis, S., et al.
Medical decision support system in nuclear medicine diagnosis for non-small cell lung cancer and coronary artery disease: A first stage prototype
2024 15th International Conference on Information, Intelligence, Systems & Applications (IISA)
2024
Siouras, A., Stergiou, K., Karlsson, P., & Moustakidis, S.
Hybrid object detection methodology combining altitude-dependent local deep learning models for search and rescue operations
Journal of Control and Decision, 11(3), 355-365
2024
Kampaktsis, P. N., Moustakidis, S., Siasos, G., Vavuranakis, M., & Lebehn, M.
Towards deep learning methods for quantification of the right ventricle using 2D echocardiography
Future Cardiology, 20(7-8), 339-341
2024
Bohoran, T. A., Kampaktsis, P. N., McLaughlin, L., Leb, J., Moustakidis, S., et al.
Embracing uncertainty flexibility: harnessing a supervised tree kernel to empower ensemble modelling for 2D echocardiography-based prediction of right ventricular volume
Sixteenth International Conference on Machine Vision (ICMV 2023), 13072, 330-337
2024
Chadoulos, C., Tsaopoulos, D., Symeonidis, A., Moustakidis, S., & Theocharis, J.
Dense multi-scale graph convolutional network for knee joint cartilage segmentation
Bioengineering, 11(3), 278
2024
Samaras, A. D., Tsimara, M., Voidila, S., Papandrianos, N., Zampakis, P., et al.
Explainable classification of patients with primary hyperparathyroidism using highly imbalanced clinical data derived from imaging and biochemical procedures
Applied Sciences, 14(5), 2171
2024
Apostolidis, K., Kokkotis, C., Moustakidis, S., Karakasis, E., Sakellari, P., et al.
Machine learning algorithms for the prediction of language and cognition rehabilitation outcomes of post-stroke patients: a scoping review
Human-Centric Intelligent Systems, 4(1), 147-160
2024
Lavasa, E., Chadoulos, C., Siouras, A., Etxabarri Llana, A., Moustakidis, S., et al.
Toward Explainable Metrology 4.0: Utilizing Explainable AI to Predict the Pointwise Accuracy of Laser Scanning Devices in Industrial Manufacturing
Artificial Intelligence in Manufacturing
2024
Plakias, S., Kokkotis, C., Giakas, G., Tsaopoulos, D., & Moustakidis, S.
Can artificial intelligence revolutionize soccer tactical analysis?
Sports Analytics Research
2024
Samaras, A. D., Apostolopoulos, I., Papageorgiou, E., & Moustakidis, S. P.
Explainable YOLOv8 Model for Solitary Pulmonary Nodules Classification Using Positron Emission Tomography and Computed Tomography Scans
Available at SSRN 4824618
2024
Chiras, D., Stamatopoulou, M., Paraskevis, N., Moustakidis, S., Tzimitra-Kalogianni, I., & Kokkotis, C.
Explainable machine learning models for identification of food-related lifestyle factors in chicken meat consumption case in northern Greece
BioMedInformatics, 3(3), 817-828
2023
Gkantzios, A., Kokkotis, C., Tsiptsios, D., Moustakidis, S., Gkartzonika, E., Avramidis, T., … Vadikolias, K.
From admission to discharge: Predicting National Institutes of Health Stroke scale progression in stroke patients using biomarkers and explainable machine learning
Journal of Personalized Medicine, 13(9), 1375
2023
Kampaktsis, P., Bohoran, T. A., McLaughlin, L., Leb, J., Liu, Z., Moustakidis, S., … Giannakidis, A.
An Attention-Based Deep Learning Method for Right Ventricular Quantification Using 2D Echocardiography: Feasibility and Accuracy
Cardiology Research
2023
Plakias, S., Moustakidis, E., Mitrotasios, M., Kokkotis, C., Tsatalas, T., Papalexi, M., ... & Tsaopoulos, D.
A Multivariate and cluster analysis of diverse playing styles across European Football Leagues
Journal of Physical Education and Sport, 23(7), 1631-1641
2023
Plakias, S., Moustakidis, S., Kokkotis, C., Papalexi, M., Tsatalas, T., Giakas, G., & Tsaopoulos, D.
Identifying soccer players' playing styles: a systematic review
Journal of Functional Morphology and Kinesiology, 8(3), 104
2023
Samaras, A. D., Moustakidis, S., Apostolopoulos, I. D., Papageorgiou, E., & Papandrianos, N.
Uncovering the Black Box of Coronary Artery Disease Diagnosis: The Significance of Explainability in Predictive Models
Applied Sciences, 13(14), 8120
2023
Plakias, S., Moustakidis, S., Mitrotasios, M., Kokkotis, C., Tsatalas, T., Papalexi, M., ... & Tsaopoulos, D.
Analysis of playing styles in European football: insights from a visual mapping approach
Journal of Physical Education and Sport, 23(6), 1385-1393
2023
Bohoran, T. A., Kampaktsis, P. N., McLaughlin, L., Leb, J., Moustakidis, S., McCann, G. P., & Giannakidis, A.
Right Ventricular Volume Prediction by Feature Tokenizer Transformer-Based Regression of 2D Echocardiography Small-Scale Tabular Data
International Conference on Functional Imaging and Modeling of the Heart, 292-300
2023
Moustakidis, S., Plakias, S., Kokkotis, C., Tsatalas, T., & Tsaopoulos, D.
Predicting Football Team Performance with Explainable AI: Leveraging SHAP to Identify Key Team-Level Performance Metrics
Future Internet, 15(5), 174
2023
Samaras, A. D., Moustakidis, S., Apostolopoulos, I. D., Papandrianos, N., & Papageorgiou, E.
Classification models for assessing coronary artery disease instances using clinical and biometric data: an explainable man-in-the-loop approach
Scientific Reports, 13(1), 6668
2023
Plakias, S., Kokkotis, C., Moustakidis, S., Tsatalas, T., Papalexi, M., Kasioura, C., ... & Tsaopoulos, D.
Identifying playing styles of european soccer teams during the key moments of the game
Journal of Physical Education and Sport, Vol. 23 (issue 4), Art 111, pp. 878-890
2023
Plakias, S., Moustakidis, S., Kokkotis, C., Tsatalas, T., Papalexi, M., Plakias, D., ... & Tsaopoulos, D.
Identifying soccer teams' styles of play: a scoping and critical review
Journal of Functional Morphology and Kinesiology, 8(2), 39
2023
Stergiou, K., Ntakolia, C., Varytis, P., Koumoulos, E., Karlsson, P., & Moustakidis, S.
Enhancing property prediction and process optimization in building materials through machine learning: A review
Computational Materials Science, 220, 112031
2023
Ntakolia, C., Moustakidis, S., & Siouras, A.
Autonomous path planning with obstacle avoidance for smart assistive systems
Expert Systems with Applications, 213, 119049
2023
Gkantzios, A., Kokkotis, C., Tsiptsios, D., Moustakidis, S., Gkartzonika, E., Avramidis, T., ... & Vadikolias, K.
Evaluation of Blood Biomarkers and Parameters for the Prediction of Stroke Survivors' Functional Outcome upon Discharge Utilizing Explainable Machine Learning
Diagnostics, 13(3), 532
2023
Apostolopoulos, I. D., Papandrianos, N. I., Feleki, A., Moustakidis, S., & Papageorgiou, E. I.
Deep learning-enhanced nuclear medicine SPECT imaging applied to cardiac studies
EJNMMI physics, 10(1), 6
2023
Plakias, S., Kokkotis, C., Tsaopoulos, D., Moustakidis, S., Papalexi, M., Giakas, G., & Tsatalas, T.
The effectiveness of direct corners in high level soccer depending on the type and the zone of delivery
Journal of Physical Education and Sport, 23(2), 449-456
2023
Moustakidis, S., Kokkotis, C., & Tsaopoulos, D.
Patient-specific modeling of pain progression: A use case on knee osteoarthritis patients using machine learning algorithms
Digital Human Modeling and Medicine, 805-828
2023
Kampaktsis, P. N., Siouras, A., Doulamis, I. P., Moustakidis, S., Emfietzoglou, M., Van den Eynde, J., ... & Briasoulis, A.
Machine learning-based prediction of mortality after heart transplantation in adults with congenital heart disease: A UNOS database analysis
Clinical Transplantation, 37(1), e14845
2023
Ntakolia, C., Moustakidis, S., & Siouras, A.
Autonomous path planning with obstacle avoidance for Smart Assistive Systems
Expert Systems with Applications, 213, 119049
2022
Kokkotis, C., Chalatsis, G., Moustakidis, S., Siouras, A., Mitrousias, V., Tsaopoulos, D., ... & Tsatalas, T.
Identifying Gait-Related Functional Outcomes in Post-Knee Surgery Patients Using Machine Learning: A Systematic Review
International Journal of Environmental Research and Public Health, 20(1), 448
2022
Kokkotis, C., Moustakidis, S., Giarmatzis, G., Giannakou, E., Makri, E., Sakellari, P., ... & Aggelousis, N.
Machine Learning Techniques for the Prediction of Functional Outcomes in the Rehabilitation of Post-Stroke Patients: A Scoping Review
BioMed, 3(1), 1-20
2022
Chadoulos, C. G., Tsaopoulos, D. E., Moustakidis, S., Tsakiridis, N. L., & Theocharis, J. B.
A novel multi-atlas segmentation approach under the semi-supervised learning framework: Application to knee cartilage segmentation
Computer Methods and Programs in Biomedicine, 227, 107208
2022
Kopsidas, I., Karagiannidou, S., Kostaki, E. G., Kousi, D., Douka, E., Sfikakis, P. P., ... & Paraskevis, D.
Global Distribution, Dispersal Patterns, and Trend of Several Omicron Subvariants of SARS-CoV-2 across the Globe
Tropical Medicine and Infectious Disease, 7(11), 373
2022
Siouras, A., Stergiou, K., Karlsson, P., & Moustakidis, S.
Hybrid object detection methodology combining altitude-dependent local deep learning models for search and rescue operations
Journal of Control and Decision, 1-11
2022
Kampaktsis, P. N., Siouras, A., Doulamis, I. P., Moustakidis, S., Emfiezoglou, M., Van den Eynde, J., ... & Briasoulis, A.
Machine learning-based prediction of mortality after heart transplantation in adults with congenital heart disease: A UNOS database analysis
Clinical Transplantation, e14845
2022
Chadoulos, C. G., Tsaopoulos, D. E., Moustakidis, S., Tsakiridis, N. L., & Theocharis, J. B.
A novel multi-atlas segmentation approach under the semi-supervised learning framework: Application to knee cartilage segmentation
Computer Methods and Programs in Biomedicine, 107208
2022
Kokkotis, C., Giarmatzis, G., Giannakou, E., Moustakidis, S., Tsatalas, T., Tsiptsios, D., ... & Aggelousis, N.
An Explainable Machine Learning Pipeline for Stroke Prediction on Imbalanced Data
Diagnostics, 12(10), 2392
2022
Papandrianos, N. I., Feleki, A., Moustakidis, S., Papageorgiou, E. I., Apostolopoulos, I. D., & Apostolopoulos, D. J.
An Explainable Classification Method of SPECT Myocardial Perfusion Images in Nuclear Cardiology Using Deep Learning and Grad-CAM
Applied Sciences, 12(15), 7592
2022
Kokkotis, C., Moustakidis, S., Tsatalas, T., Ntakolia, C., Chalatsis, G., Konstadakos, S., ... & Tsaopoulos, D.
Leveraging explainable machine learning to identify gait biomechanical parameters associated with anterior cruciate ligament injury
Scientific Reports, 12(1), 1-12
2022
Kampaltsis, P., Emfiezoglou, M., Siouras, A., Eynde, J., Moustakidis, S., Doulamis, I. P., ... & Briasoulis, A.
Prediction of 1-Year Mortality After Heart Transplantation in Adults with Congenital Heart Disease with Machine Learning Models
The Journal of Heart and Lung Transplantation, 41(4), S436
2022
Anagnostis, A., Moustakidis, S., Papageorgiou, E., & Bochtis, D.
A Hybrid Bimodal LSTM Architecture for Cascading Thermal Energy Storage Modelling
Energies, 15(6), 1959
2022
Moustakidis, S., Kokkotis, C., Tsaopoulos, D., Sfikakis, P., Tsiodras, S., Sypsa, V., ... & Paraskevis, D.
Identifying Country-Level Risk Factors for the Spread of COVID-19 in Europe Using Machine Learning
Viruses, 14(3), 625
2022
Siouras, A., Moustakidis, S., Giannakidis, A., Chalatsis, G., Liampas, I., Vlychou, M., Hantes, M., Tasoulis, S., Tsaopoulos, D.
Knee Injury Detection Using Deep Learning on MRI Studies: A Systematic Review
Diagnostics, 12, 537
2022
Moustakidis, S., Siouras, A., Vassis, K., Misiris, I., Papageorgiou, E., Tsaopoulos, D.
Prediction of Injuries in CrossFit Training: A Machine Learning Perspective
Algorithms, 15, 77
2022
Kokkotis, C., Ntakolia, C., Moustakidis, S. et al.
Explainable machine learning for knee osteoarthritis diagnosis based on a novel fuzzy feature selection methodology
Physical and Engineering Sciences in Medicine
2022
S. Moustakidis, P. Kampaktsis, A. Tzani, I. Doulamis, A. Tzoumas, A. Drosou, G. Filippatos, A. Briasoulis
Machine Learning Based Prediction of 1-year Survival after Isolated Heart Transplant
The Journal of Heart and Lung Transplantation, 40, 4, Supplement
2021
Ntakolia, C., Kokkotis, C., Moustakidis, S., Tsaopoulos, D.
Prediction of Joint Space Narrowing Progression in Knee Osteoarthritis Patients
Diagnostics, 11, 285
2021
Kokkotis, C., Moustakidis, S., Baltzopoulos, V., Giakas, G., Tsaopoulos, D.
Identifying Robust Risk Factors for Knee Osteoarthritis Progression: An Evolutionary Machine Learning Approach
Healthcare, 9, 260
2021
Ntakolia, C., Anagnostis, A., Moustakidis, S. et al.
Machine learning applied on the district heating and cooling sector: a review
Energy Systems
2021
Ntakolia, C., Kokkotis, C., Moustakidis, S., & Tsaopoulos, D.
Identification of most important features based on a fuzzy ensemble technique: Evaluation on joint space narrowing progression in knee osteoarthritis patients
International Journal of Medical Informatics, 156, 104614
2021
Dikopoulou, Z., Moustakidis, S., & Karlsson, P.
GLIME: A new graphical methodology for interpretable model-agnostic explanations
arXiv preprint arXiv:2107.09927
2021
Kampaktsis, P. N., Tzani, A., Doulamis, I. P., Moustakidis, S., Drosou, A., Diakos, N., ... & Briasoulis, A.
State-of-the-art machine learning algorithms for the prediction of outcomes after contemporary heart transplantation: Results from the UNOS database
Clinical Transplantation, 35(8), e14388
2021
Ntakolia, C., Kokkotis, C., Karlsson, P., & Moustakidis, S.
An Explainable Machine Learning Model for Material Backorder Prediction in Inventory Management
Sensors, 21(23), 7926
2021
Doulamis, I. P., Tzani, A., Moustakidis, S., Kampaktsis, P. N., & Briasoulis, A.
Effect of Hepatitis C donor status on heart transplantation outcomes in the United States
Clinical Transplantation, 35(4), e14220
2021
Moustakidis, S., Papandrianos, N.I., Christodolou, E. et al.
Dense neural networks in knee osteoarthritis classification: a study on accuracy and fairness
Neural Computing & Applications
2020
K. Liakos, G. Georgakilas, S. Moustakidis, N. Sklavos & F. Plessas
Conventional and machine learning approaches as countermeasures against hardware trojan attacks
Microprocessors And Microsystems, 79, 103295
2020
C. Kokkotis, S. Moustakidis, E. Papageorgiou, G. Giakas, & D. Tsaopoulos
Machine learning in knee osteoarthritis: A review
Osteoarthritis And Cartilage Open, 2(3), 100069
2020
C. Kokkotis, S. Moustakidis, G. Giakas, D. Tsaopoulos
Identification of Risk Factors and Machine Learning-Based Prediction Models for Knee Osteoarthritis Patients
Applied Sciences, 10(19), 6797
2020
S. Moustakidis, P. Karlsson
A novel feature extraction methodology using Siamese convolutional neural networks for intrusion detection
Cybersecurity 3(16)
2020
Ntakolia, C., Diamantis, D. E., Papandrianos, N., Moustakidis, S., & Papageorgiou, E. I.
A lightweight convolutional neural network architecture applied for bone metastasis classification in nuclear medicine: A case study on prostate cancer patients
Healthcare, Vol. 8, No. 4, p. 493
2020
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