Synthetic data generation methods in healthcare: A review on open-source tools and methods
Pezoulas, Vasileios C., Zaridis, Dimitrios I., Mylona, Eugenia, Androutsos, Christos, Apostolidis, Kosmas, Tachos, Nikolaos S., Fotiadis, Dimitrios I.
Published in Computational and structural biotechnology journal (01.12.2024)
Published in Computational and structural biotechnology journal (01.12.2024)
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Journal Article
Multimodal automatic assessment of acute pain through facial videos and heart rate signals utilizing transformer-based architectures
Gkikas, Stefanos, Tachos, Nikolaos S, Andreadis, Stelios, Pezoulas, Vasileios C, Zaridis, Dimitrios, Gkois, George, Matonaki, Anastasia, Stavropoulos, Thanos G, Fotiadis, Dimitrios I
Published in Frontiers in pain research (Lausanne, Switzerland) (27.03.2024)
Published in Frontiers in pain research (Lausanne, Switzerland) (27.03.2024)
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eSEE-d: Emotional State Estimation Based on Eye-Tracking Dataset
Skaramagkas, Vasileios, Ktistakis, Emmanouil, Manousos, Dimitris, Kazantzaki, Eleni, Tachos, Nikolaos S, Tripoliti, Evanthia, Fotiadis, Dimitrios I, Tsiknakis, Manolis
Published in Brain sciences (30.03.2023)
Published in Brain sciences (30.03.2023)
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Journal Article
Bayesian Inference-Based Gaussian Mixture Models With Optimal Components Estimation Towards Large-Scale Synthetic Data Generation for In Silico Clinical Trials
Pezoulas, Vasileios C., Tachos, Nikolaos S., Gkois, George, Olivotto, Iacopo, Barlocco, Fausto, Fotiadis, Dimitrios I.
Published in IEEE open journal of engineering in medicine and biology (01.01.2022)
Published in IEEE open journal of engineering in medicine and biology (01.01.2022)
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Journal Article
Disease Progression of Hypertrophic Cardiomyopathy: Modeling Using Machine Learning
Pičulin, Matej, Smole, Tim, Žunkovič, Bojan, Kokalj, Enja, Robnik-Šikonja, Marko, Kukar, Matjaž, Fotiadis, Dimitrios I, Pezoulas, Vasileios C, Tachos, Nikolaos S, Barlocco, Fausto, Mazzarotto, Francesco, Popović, Dejana, Maier, Lars S, Velicki, Lazar, Olivotto, Iacopo, MacGowan, Guy A, Jakovljević, Djordje G, Filipović, Nenad, Bosnić, Zoran
Published in JMIR medical informatics (02.02.2022)
Published in JMIR medical informatics (02.02.2022)
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Journal Article
COLET: A dataset for COgnitive workLoad estimation based on eye-tracking
Ktistakis, Emmanouil, Skaramagkas, Vasileios, Manousos, Dimitris, Tachos, Nikolaos S., Tripoliti, Evanthia, Fotiadis, Dimitrios I., Tsiknakis, Manolis
Published in Computer methods and programs in biomedicine (01.09.2022)
Published in Computer methods and programs in biomedicine (01.09.2022)
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A machine learning-based risk stratification model for ventricular tachycardia and heart failure in hypertrophic cardiomyopathy
Smole, Tim, Žunkovič, Bojan, Pičulin, Matej, Kokalj, Enja, Robnik-Šikonja, Marko, Kukar, Matjaž, Fotiadis, Dimitrios I., Pezoulas, Vasileios C., Tachos, Nikolaos S., Barlocco, Fausto, Mazzarotto, Francesco, Popović, Dejana, Maier, Lars, Velicki, Lazar, MacGowan, Guy A., Olivotto, Iacopo, Filipović, Nenad, Jakovljević, Djordje G., Bosnić, Zoran
Published in Computers in biology and medicine (01.08.2021)
Published in Computers in biology and medicine (01.08.2021)
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Journal Article
A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains
Pezoulas, Vasileios C., Grigoriadis, Grigoris I., Gkois, George, Tachos, Nikolaos S., Smole, Tim, Bosnić, Zoran, Pičulin, Matej, Olivotto, Iacopo, Barlocco, Fausto, Robnik-Šikonja, Marko, Jakovljevic, Djordje G., Goules, Andreas, Tzioufas, Athanasios G., Fotiadis, Dimitrios I.
Published in Computers in biology and medicine (01.07.2021)
Published in Computers in biology and medicine (01.07.2021)
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Journal Article
ProLesA-Net: A multi-channel 3D architecture for prostate MRI lesion segmentation with multi-scale channel and spatial attentions
Zaridis, Dimitrios I., Mylona, Eugenia, Tsiknakis, Nikos, Tachos, Nikolaos S., Matsopoulos, George K., Marias, Kostas, Tsiknakis, Manolis, Fotiadis, Dimitrios I.
Published in Patterns (New York, N.Y.) (12.07.2024)
Published in Patterns (New York, N.Y.) (12.07.2024)
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Journal Article
In Silico analysis of stent deployment- effect of stent design
Karanasiou, Georgia S., Tachos, Nikolaos S., Sakellarios, Antonios, Conway, Claire, Pennati, Giancarlo, Petrini, Lorenza, Michalis, Lampros K., Edelman, Elazer R., Fotiadis, Dimitrios I.
Published in 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01.07.2018)
Published in 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01.07.2018)
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Conference Proceeding
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Transi-Net: An Explainable Deep Learning Model Ensemble For Prostate's Transition Zone Segmentation
Zaridis, Dimitrios I., Mylona, Eugenia, Tachos, Nikolaos S., Kalantzopoulos, Charalampos, Marias, Kostas, Tsiknakis, Manolis, Koutsouris, Dimitrios D., Matsopoulos, George K., Fotiadis, Dimitrios I.
Published in 2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE) (04.12.2023)
Published in 2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE) (04.12.2023)
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Conference Proceeding
Weight Estimation of Mediterranean Food Images using Random Forest Regression Algorithm
Konstantakopoulos, Fotios S., Georga, Eleni I., Tachos, Nikolaos S., Fotiadis, Dimitrios I.
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.01.2023)
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.01.2023)
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Conference Proceeding
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Boosting the performance of MALT lymphoma classification in patients with primary Sjögren's Syndrome through data augmentation: a case study
Pezoulas, Vasileios C., Exarchos, Themis P., Tachos, Nikolaos S., Goules, Andreas, Tzioufas, Athanasios G., Fotiadis, Dimitrios I.
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.01.2023)
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.01.2023)
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Conference Proceeding
Journal Article
A "smart" Imputation Approach for Effective Quality Control Across Complex Clinical Data Structures
Pezoulas, Vasileios C., Tachos, Nikolaos S., Olivotto, Iacopo, Barlocco, Fausto, Fotiadis, Dimitrios I.
Published in 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (2022)
Published in 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (2022)
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Conference Proceeding
A machine learning approach to predict emotional arousal and valence from gaze extracted features
Skaramagkas, Vasileios, Ktistakis, Emmanouil, Manousos, Dimitris, Tachos, Nikolaos S., Kazantzaki, Eleni, Tripoliti, Evanthia E., Fotiadis, Dimitrios I., Tsiknakis, Manolis
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25.10.2021)
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25.10.2021)
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Conference Proceeding
Cognitive workload level estimation based on eye tracking: A machine learning approach
Skaramagkas, Vasileios, Ktistakis, Emmanouil, Manousos, Dimitris, Tachos, Nikolaos S., Kazantzaki, Eleni, Tripoliti, Evanthia E., Fotiadis, Dimitrios I., Tsiknakis, Manolis
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25.10.2021)
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25.10.2021)
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Conference Proceeding
Real Time Human Activity Recognition Using Acceleration and First-Person Camera data
Androutsos, Christos, Tachos, Nikolaos S., Tripoliti, Evanthia E., Karatzanis, Ioannis, Manousos, Dimitris, Tsiknakis, Manolis, Fotiadis, Dimitrios I.
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.11.2021)
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.11.2021)
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Conference Proceeding
Journal Article
AI Methods for Personalized Suggestions on Smart Glasses Based on Human Activity Recognition
Boucharas, Dimitrios G., Androutsos, Christos, Tachos, Nikolaos S., Tripoliti, Evanthia E., Manousos, Dimitrios, Skaramagkas, Vasileios, Ktistakis, Emmanouil, Marias, Kostas, Tsiknakis, Manolis, Fotiadis, Dimitrios I.
Published in 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (27.09.2022)
Published in 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (27.09.2022)
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Conference Proceeding
Variational Gaussian Mixture Models with robust Dirichlet concentration priors for virtual population generation in hypertrophic cardiomyopathy: a comparison study
Pezoulas, Vasileios C., Grigoriadis, Grigorios I., Tachos, Nikolaos S., Barlocco, Fausto, Olivotto, Iacopo, Fotiadis, Dimitrios I.
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.11.2021)
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01.11.2021)
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Conference Proceeding
Journal Article
InSilc: 3D Reconstruction and plaque characterization tool
Karanasiou, Georgia S., Rigas, George A., Kyriakidis, Savvas K., Tachos, Nikolaos S., Sakellarios, Antonis I., Fotiadis, Dimitrios I.
Published in 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01.07.2018)
Published in 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01.07.2018)
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Conference Proceeding
Journal Article