An adaptive neuro-fuzzy tracking control for multi-input nonlinear dynamic systems. - Serafeim P. Moustakidis; George A. Rovithakis; John B. Theocharis (Autom., 2008)

Subject Recognition Based on Ground Reaction Force Measurements of Gait Signals. - Serafeim P. Moustakidis; John B. Theocharis; Giannis Giakas (IEEE Trans. Syst. Man Cybern. Part B, 2008)

A Fuzzy Complementary Criterion for structure learning of a neuro-fuzzy classifier. - Nikolaos E. Mitrakis; Serafeim P. Moustakidis; John B. Theocharis (FUZZ-IEEE, 2010)

SVM-FuzCoC: A novel SVM-based feature selection method using a fuzzy complementary criterion. - Serafeim P. Moustakidis; John B. Theocharis (Pattern Recognit., 2010)

A fast SVM-based wrapper feature selection method driven by a fuzzy complementary criterion. - Serafeim P. Moustakidis; John B. Theocharis (Pattern Anal. Appl., 2012)

SVM-Based Fuzzy Decision Trees for Classification of High Spatial Resolution Remote Sensing Images. - Serafeim P. Moustakidis; Giorgos Mallinis; Nikos Koutsias; John B. Theocharis; Vassilios Petridis (IEEE Trans. Geosci. Remote. Sens., 2012)

Long Range Ultrasonic inspection of aircraft wiring. - Thayaparan Parthipan; P. Jackson; A. Chong; Mathew Legg; Abbas Mohimi; Vassilios A. Kappatos; Cem Selcuk; Tat-Hean Gan; Serafeim P. Moustakidis; K. Hrissagis (ISIE, 2014)

Machine Learning Based Computational Analysis Method for Cattle Lameness Prediction. - Konstantinos Liakos; Serafeim P. Moustakidis; Georgia Tsiotra; Thomas Bartzanas; Dionysis Bochtis; Constantinos Parisses (HAICTA, 2017)

Exploring deep learning capabilities in knee osteoarthritis case study for classification. - Eirini Christodoulou; Serafeim P. Moustakidis; Nikolaos I. Papandrianos; Dimitrios Tsaopoulos; Elpiniki Papageorgiou (IISA, 2019)

Application of machine intelligence for osteoarthritis classification: a classical implementation and a quantum perspective. - Serafeim P. Moustakidis; Eirini Christodoulou; Elpiniki Papageorgiou; Christos Kokkotis; Nikolaos I. Papandrianos; Dimitrios Tsaopoulos (Quantum Mach. Intell., 2019)

A machine learning pipeline for predicting joint space narrowing in knee osteoarthritis patients. - Charis Ntakolia; Christos Kokkotis; Serafeim P. Moustakidis; Dimitrios Tsaopoulos (BIBE, 2020)

Prediction of pain in knee osteoarthritis patients using machine learning: Data from Osteoarthritis Initiative. - Antonios Alexos; Christos Kokkotis; Serafeim P. Moustakidis; Elpiniki Papageorgiou; Dimitrios Tsaopoulos (IISA, 2020)

A Machine Learning workflow for Diagnosis of Knee Osteoarthritis with a focus on post-hoc explainability. - Christos Kokkotis; Serafeim P. Moustakidis; Elpiniki Papageorgiou; Giannis Giakas; Dimitrios Tsaopoulos (IISA, 2020)

Physical Activity as a Risk Factor in the Progression of Osteoarthritis: A Machine Learning Perspective. - Antonios Alexos; Serafeim P. Moustakidis; Christos Kokkotis; Dimitrios Tsaopoulos (LION, 2020)

A novel feature extraction methodology using Siamese convolutional neural networks for intrusion detection. - Serafeim P. Moustakidis; Patrik Karlsson (Cybersecur., 2020)

Conventional and machine learning approaches as countermeasures against hardware trojan attacks. - Konstantinos Liakos; Georgios K. Georgakilas; Serafeim P. Moustakidis; Nicolas Sklavos 001; Fotis C. Plessas (Microprocess. Microsystems, 2020)

Multi-atlas segmentation of knee cartilage via Semi-supervised Regional Label Propagation. - Christos G. Chadoulos; Serafeim P. Moustakidis; Dimitrios Tsaopoulos; John B. Theocharis (CSAI, 2021)

Deep Learning for Bone Metastasis Localisation in Nuclear Imaging data of Breast Cancer Patients. - Serafeim P. Moustakidis; Athanasios Siouras; Nikolaos I. Papandrianos; Charis Ntakolia; Elpiniki Papageorgiou (IISA, 2021)

An explainable machine learning pipeline for backorder prediction in inventory management systems. - Charis Ntakolia; Christos Kokkotis; Serafeim P. Moustakidis; Elpiniki Papageorgiou (PCI, 2021)

GLIME: A new graphical methodology for interpretable model-agnostic explanations. - Zoumpolia Dikopoulou; Serafeim P. Moustakidis; Patrik Karlsson (CoRR, 2021)

Identification of most important features based on a fuzzy ensemble technique: Evaluation on joint space narrowing progression in knee osteoarthritis patients. - Charis Ntakolia; Christos Kokkotis; Serafeim P. Moustakidis; Dimitrios Tsaopoulos (Int. J. Medical Informatics, 2021)

An Explainable Machine Learning Model for Material Backorder Prediction in Inventory Management. - Charis Ntakolia; Christos Kokkotis; Patrik Karlsson; Serafeim P. Moustakidis (Sensors, 2021)

A Convolutional Neural Network-based explainable classification method of SPECT myocardial perfusion images in nuclear cardiology. - Nikolaos I. Papandrianos; Anna Feleki; Serafeim P. Moustakidis; Elpiniki I. Papageorgiou (IISA, 2022)

Automated Recognition of healthy Anterior Cruciate Ligament in Sagittal MR images using Lightweight Deep Learning. - Athanasios Siouras; Serafeim P. Moustakidis; Archontis Giannakidis; Georgios Chalatsis; Konstantinos N. Malizos; Michael Hantes; Sotiris K. Tasoulis; Dimitrios Tsaopoulos (IISA, 2022)

Deep Hybrid Learning for Anomaly Detection in Behavioral Monitoring. - Spiros V. Georgakopoulos; Sotiris K. Tasoulis; Aristidis G. Vrahatis; Serafeim P. Moustakidis; Dimitrios Tsaopoulos; Vassilis P. Plagianakos (IJCNN, 2022)

Prediction of Injuries in CrossFit Training: A Machine Learning Perspective. - Serafeim P. Moustakidis; Athanasios Siouras; Konstantinos Vassis; Ioannis Misiris; Elpiniki Papageorgiou; Dimitrios Tsaopoulos (Algorithms, 2022)

A novel multi-atlas segmentation approach under the semi-supervised learning framework: Application to knee cartilage segmentation. - Christos G. Chadoulos; Dimitrios Tsaopoulos; Serafeim P. Moustakidis; Nikolaos L. Tsakiridis; John B. Theocharis (Comput. Methods Programs Biomed., 2022)

Right Ventricular Volume Prediction by Feature Tokenizer Transformer-Based Regression of 2D Echocardiography Small-Scale Tabular Data. - Tuan Aqeel Bohoran; Polydoros N. Kampaktsis; Laura McLaughlin; Jay Leb; Serafeim P. Moustakidis; Gerry P. McCann; Archontis Giannakidis (FIMH, 2023)

Towards Explainable AI Validation in Industry 4.0: A Fuzzy Cognitive Map-based Evaluation Framework for Assessing Business Value. - Zoumpolia Dikopoulou; Eleni Lavasa; Sergi Perez-Castanos; David Monzo; Serafeim P. Moustakidis (ICE/ITMC, 2023)

Embracing uncertainty flexibility: harnessing a supervised tree kernel to empower ensemble modelling for 2D echocardiography-based prediction of right ventricular volume. - Tuan Aqeel Bohoran; Polydoros N. Kampaktsis; Laura McLaughlin; Jay Leb; Serafeim P. Moustakidis; Gerry P. McCann; Archontis Giannakidis (ICMV, 2023)

Deep Fuzzy Cognitive Map methodology for Non-Small Cell Lung Cancer diagnosis based on Positron Emission Tomography imaging. - Anna Feleki; Ioannis D. Apostolopoulos; Elpiniki Papageorgiou; Serafeim P. Moustakidis; Nikolaos D. Papathanasiou; Dimitris J. Apostolopoulos; Konstantinos Kokkinos; Nikolaos I. Papandrianos (IISA, 2023)

Explainable Classification for Non-Small Cell Lung Cancer Based on Positron Emission Tomography Features and Clinical Data. - Agorastos-Dimitrios Samaras; Ioannis D. Apostolopoulos; Serafeim P. Moustakidis; Elpiniki Papageorgiou; Nikolaos D. Papathanasiou; Dimitris J. Apostolopoulos; Nikolaos I. Papandrianos (IISA, 2023)

Autonomous path planning with obstacle avoidance for smart assistive systems. - Charis Ntakolia; Serafeim P. Moustakidis; Athanasios Siouras (Expert Syst. Appl., 2023)

Innovative Visualization Approach for Biomechanical Time Series in Stroke Diagnosis Using Explainable Machine Learning Methods: A Proof-of-Concept Study. - Kyriakos Apostolidis; Christos Kokkotis; Evangelos G. Karakasis; Evangeli Karampina; Serafeim P. Moustakidis; Dimitrios Menychtas; Georgios Giarmatzis; Dimitrios Tsiptsios; Konstantinos Vadikolias; Nikolaos Aggelousis (Inf., 2023)

Dense neural networks in knee osteoarthritis classification: a study on accuracy and fairness. - Serafeim P. Moustakidis; Nikolaos I. Papandrianos; Eirini Christodolou; Elpiniki Papageorgiou; Dimitrios Tsaopoulos (Neural Comput. Appl., 2023)

Predicting Football Team Performance with Explainable AI: Leveraging SHAP to Identify Key Team-Level Performance Metrics. - Serafeim P. Moustakidis; Spyridon Plakias; Christos Kokkotis; Themistoklis Tsatalas; Dimitrios Tsaopoulos (Future Internet, 2023)

Medical Decision Support System in Nuclear Medicine Diagnosis for Non-Small Cell Lung Cancer and Coronary Artery Disease: A First Stage Prototype. - Agorastos-Dimitrios Samaras; Anna Feleki; Ioannis D. Apostolopoulos; Serafeim P. Moustakidis; Elpiniki Papageorgiou; Konstantinos Kokkinos; Nikolaos I. Papandrianos (IISA, 2024)

Economical hybrid novelty detection leveraging global aleatoric semantic uncertainty for enhanced MRI-based ACL tear diagnosis. - Athanasios Siouras; Serafeim P. Moustakidis; George Chalatsis; Tuan Aqeel Bohoran; Michael Hantes; Marianna Vlychou; Sotiris K. Tasoulis; Archontis Giannakidis; Dimitrios Tsaopoulos (Comput. Medical Imaging Graph., 2024)

Machine Learning Algorithms for the Prediction of Language and Cognition Rehabilitation Outcomes of Post-stroke Patients: A Scoping Review. - Kyriakos Apostolidis; Christos Kokkotis; Serafeim P. Moustakidis; Evangelos G. Karakasis; Paraskevi Sakellari; Christina Koutra; Dimitrios Tsiptsios; Stella Karatzetzou; Konstantinos Vadikolias; Nikolaos Aggelousis (Hum. Centric Intell. Syst., 2024)

Hybrid object detection methodology combining altitude-dependent local deep learning models for search and rescue operations. - Athanasios Siouras; Konstantinos Stergiou; Patrik Karlsson; Serafeim P. Moustakidis (J. Control. Decis., 2024)

A Multi-View Semi-supervised learning method for knee joint cartilage segmentation combining multiple feature descriptors and image modalities. - Christos G. Chadoulos; Dimitrios Tsaopoulos; Serafeim P. Moustakidis; John B. Theocharis (Comput. methods Biomech. Biomed. Eng. Imaging Vis., 2024)

Knee-cartilage segmentation from MR images using Multi-view Hypergraph Convolutional Neural Networks. - Christos G. Chadoulos; John B. Theocharis; Andreas L. Symeonidis; Serafeim P. Moustakidis (Appl. Intell., 2025)