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Giorgos A. Giannakakis

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2020 – today

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2025
[j9]
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Apostolos Karasmanoglou, Giorgos A. Giannakakis, Pelagia Vorgia, Marios Antonakakis, Michalis E. Zervakis:
Semi-Supervised anomaly detection for the prediction and detection of pediatric focal epileptic seizures on fused EEG and ECG data. Biomed. Signal Process. Control. 101: 107083 (2025)
[j8]
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Giorgos A. Giannakakis, Anastasios Roussos, Christina Andreou, Stefan J. Borgwardt, Alexandra I. Korda:
Stress recognition identifying relevant facial action units through explainable artificial intelligence and machine learning. Comput. Methods Programs Biomed. 259: 108507 (2025)
2022
[j7]
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Giorgos A. Giannakakis, Mohammad Rami Koujan, Anastasios Roussos, Kostas Marias:
Correction to: Automatic stress analysis from facial videos based on deep facial action units recognition. Pattern Anal. Appl. 25(2): 487-488 (2022)
[j6]
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Giorgos A. Giannakakis, Mohammad Rami Koujan, Anastasios Roussos, Kostas Marias:
Automatic stress analysis from facial videos based on deep facial action units recognition. Pattern Anal. Appl. 25(3): 521-535 (2022)
[j5]
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Giorgos A. Giannakakis, Dimitris Grigoriadis, Katerina Giannakaki, Olympia Simantiraki, Alexandros Roniotis, Manolis Tsiknakis:
Review on Psychological Stress Detection Using Biosignals. IEEE Trans. Affect. Comput. 13(1): 440-460 (2022)
2021
[c25]
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  - conf/acii/Kalatzantonakis-Jullien21
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George-Marios Kalatzantonakis-Jullien, Nikolaos Stefanakis, Giorgos A. Giannakakis:
Investigation and ordinal modelling of vocal features for stress detection in speech. ACII 2021: 1-8
2020
[c24]
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Mohammad Rami Koujan, Luma Alharbawee, Giorgos A. Giannakakis, Nicolas Pugeault, Anastasios Roussos:
Real-time Facial Expression Recognition "In The Wild" by Disentangling 3D Expression from Identity. FG 2020: 24-31
[c23]
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Giorgos A. Giannakakis, Mohammad Rami Koujan, Anastasios Roussos, Kostas Marias:
Automatic stress detection evaluating models of facial action units. FG 2020: 728-733
[i1]
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  - journals/corr/abs-2005-05509
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Mohammad Rami Koujan, Luma Alharbawee, Giorgos A. Giannakakis, Nicolas Pugeault, Anastasios Roussos:
Real-time Facial Expression Recognition "In The Wild" by Disentangling 3D Expression from Identity. CoRR abs/2005.05509 (2020)

2010 – 2019

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2019
[j4]
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Giorgos A. Giannakakis, Manolis Tsiknakis, Pelagia Vorgia:
Focal epileptic seizures anticipation based on patterns of heart rate variability parameters. Comput. Methods Programs Biomed. 178: 123-133 (2019)
[c22]
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Giorgos A. Giannakakis, Eleftherios Trivizakis, Manolis Tsiknakis, Kostas Marias:
A novel multi-kernel 1D convolutional neural network for stress recognition from ECG. ACII Workshops 2019: 1-4
[c21]
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Giorgos A. Giannakakis, Kostas Marias, Manolis Tsiknakis:
A stress recognition system using HRV parameters and machine learning techniques. ACII Workshops 2019: 269-272
[c20]
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Katerina Giannakaki, Giorgos A. Giannakakis, Pelagia Vorgia, Manousos A. Klados, Michalis E. Zervakis:
Automatic Absence Seizure Detection Evaluating Matching Pursuit Features of EEG Signals. BIBE 2019: 886-889
[c19]
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Giorgos A. Giannakakis, Nikolaos Tsekos, Katerina Giannakaki, Kostas Michalopoulos, Pelagia Vorgia, Michalis E. Zervakis:
Seizure Detection using Common Spatial Patterns and Classification Techniques. BIBE 2019: 890-893
2018
[c18]
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Giorgos A. Giannakakis, Dimitris Manousos, Vaggelis Chaniotakis, Manolis Tsiknakis:
Evaluation of head pose features for stress detection and classification. BHI 2018: 406-409
[c17]
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Giorgos A. Giannakakis, Dimitris Manousos, Panagiotis G. Simos, Manolis Tsiknakis:
Head Movements in Context of Speech during Stress Induction. FG 2018: 710-714
[c16]
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David Melhart, Konstantinos Sfikas, Giorgos A. Giannakakis, Georgios N. Yannakakis, Antonios Liapis:
A Study on Affect Model Validity: Nominal vs Ordinal Labels. AffComp@IJCAI 2018: 27-34
2017
[j3]
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Giorgos A. Giannakakis, Matthew Pediaditis, Dimitris Manousos, Eleni Kazantzaki, Franco Chiarugi, Panagiotis G. Simos, Kostas Marias, Manolis Tsiknakis:
Stress and anxiety detection using facial cues from videos. Biomed. Signal Process. Control. 31: 89-101 (2017)
[j2]
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Pedro Henríquez, Bogdan J. Matuszewski, Yasmina Andreu, Luca Bastiani, Sara Colantonio, Giuseppe Coppini, Mario D'Acunto, Riccardo Favilla, Danila Germanese, Daniela Giorgi, Paolo Marraccini, Massimo Martinelli, Maria-Aurora Morales, Maria Antonietta Pascali, Marco Righi, Ovidio Salvetti, Marcus Larsson, Tomas Strömberg, Lise Randeberg, Asgeir Bjorgan, Giorgos A. Giannakakis, Matthew Pediaditis, Franco Chiarugi, Eirini Christinaki, Kostas Marias, Manolis Tsiknakis:
Mirror Mirror on the Wall... An Unobtrusive Intelligent Multisensory Mirror for Well-Being Status Self-Assessment and Visualization. IEEE Trans. Multim. 19(7): 1467-1481 (2017)
[c15]
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Katerina Giannakaki, Giorgos A. Giannakakis, Christina Farmaki, Vangelis Sakkalis:
Emotional State Recognition Using Advanced Machine Learning Techniques on EEG Data. CBMS 2017: 337-342
2016
[j1]
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  - journals/cviu/AndreuCCGGHKMMM16
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Yasmina Andreu, Franco Chiarugi, Sara Colantonio, Giorgos A. Giannakakis, Daniela Giorgi, Pedro Henríquez, Eleni Kazantzaki, Dimitris Manousos, Kostas Marias, Bogdan J. Matuszewski, Maria Antonietta Pascali, Matthew Pediaditis, Giovanni Raccichini, Manolis Tsiknakis:
Wize Mirror - a smart, multisensory cardio-metabolic risk monitoring system. Comput. Vis. Image Underst. 148: 3-22 (2016)
[c14]
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  - conf/mindcare/SimantirakiGPT16
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Olympia Simantiraki, Giorgos A. Giannakakis, Anastasia Pampouchidou, Manolis Tsiknakis:
Stress Detection from Speech Using Spectral Slope Measurements. MindCare/Fabulous 2016: 41-50
[c13]
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Anastasia Pampouchidou, Olympia Simantiraki, Amir Fazlollahi, Matthew Pediaditis, Dimitris Manousos, Alexandros Roniotis, Giorgos A. Giannakakis, Fabrice Mériaudeau, Panagiotis G. Simos, Kostas Marias, Fan Yang, Manolis Tsiknakis:
Depression Assessment by Fusing High and Low Level Features from Audio, Video, and Text. AVEC@ACM Multimedia 2016: 27-34
[c12]
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Giorgos A. Giannakakis, Matthew Pediaditis, George Stavrinidis, George Konstantinidis, Vangelis Kritsotakis, Vassilios D. Tsakanikas, Michael Ligerakis, Vangelis Sakkalis, Pelagia Vorgia, Manolis Tsiknakis:
A computational platform for continuous seizure anticipation, monitoring and clinical evaluation. pHealth 2016: 108-113
2015
[c11]
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Matthew Pediaditis, Giorgos A. Giannakakis, Franco Chiarugi, Dimitris Manousos, Anastasia Pampouchidou, Eirini Christinaki, Galateia Iatraki, Eleni Kazantzaki, Panagiotis G. Simos, Kostas Marias, Manolis Tsiknakis:
Extraction of facial features as indicators of stress and anxiety. EMBC 2015: 3711-3714
[c10]
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Giorgos A. Giannakakis, Dimitris Grigoriadis, Manolis Tsiknakis:
Detection of stress/anxiety state from EEG features during video watching. EMBC 2015: 6034-6037
[c9]
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  - conf/icmcs/CabedoCCCFGGGLM15
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Yasmina Andreu Cabedo, Pedro Castellano, Sara Colantonio, Giuseppe Coppini, Riccardo Favilla, Danila Germanese, Giorgos A. Giannakakis, Daniela Giorgi, Marcus Larsson, Paolo Marraccini, Massimo Martinelli, Bogdan J. Matuszewski, Matijia Milanic, Maria Antonietta Pascali, Matthew Pediaditis, Giovanni Raccichini, Lise Randeberg, Ovidio Salvetti, Tomas Strömberg:
Mirror mirror on the wall... An intelligent multisensory mirror for well-being self-assessment. ICME 2015: 1-6
2014
[c8]
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  - conf/biostec/ChiarugiICMGPPMT14
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Franco Chiarugi, Galateia Iatraki, Eirini Christinaki, Dimitris Manousos, Giorgos A. Giannakakis, Matthew Pediaditis, Anastasia Pampouchidou, Kostas Marias, Manolis Tsiknakis:
Facial Signs and Psycho-physical Status Estimation for Well-being Assessment. HEALTHINF 2014: 555-562
[c7]
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Eirini Christinaki, Giorgos A. Giannakakis, Franco Chiarugi, Matthew Pediaditis, Galateia Iatraki, Dimitris Manousos, Kostas Marias, Manolis Tsiknakis:
Comparison of blind source separation algorithms for optical heart rate monitoring. MobiHealth 2014: 339-342
2013
[c6]
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  - conf/bibe/AntonakakisGTMZ13
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Marios Antonakakis, Giorgos A. Giannakakis, Manolis Tsiknakis, Sifis Micheloyannis, Michalis E. Zervakis:
Synchronization coupling investigation using ICA cluster analysis in resting MEG signals in reading difficulties. BIBE 2013: 1-5
[c5]
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  - conf/embc/GiannakakisSPFV13
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Giorgos A. Giannakakis, Vangelis Sakkalis, Matthew Pediaditis, Christina Farmaki, Pelagia Vorgia, Manolis Tsiknakis:
An approach to absence epileptic seizures detection using Approximate Entropy. EMBC 2013: 413-416
[c4]
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  - conf/embc/SakkalisGFMPVT13
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Vangelis Sakkalis, Giorgos A. Giannakakis, Christina Farmaki, Abdou Mousas, Matthew Pediaditis, Pelagia Vorgia, Manolis Tsiknakis:
Absence seizure epilepsy detection using linear and nonlinear eeg analysis methods. EMBC 2013: 6333-6336

2000 – 2009

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2009
[c3]
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Giorgos A. Giannakakis, Nikolaos N. Tsiaparas, Charalabos C. Papageorgiou, Konstantina S. Nikita:
Spectral entropy of dyslexic ERP signal by means of Adaptive Optimal Kernel. DPS 2009: 1-6
2008
[c2]
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  - conf/bibe/GiannakakisTXPN08
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Giorgos A. Giannakakis, Nikolaos N. Tsiaparas, Monika-Filitsa S. Xenikou, Charalabos C. Papageorgiou, Konstantina S. Nikita:
Wavelet entropy differentiations of event related potentials in dyslexia. BIBE 2008: 1-6
[c1]
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  - conf/petra/GiannakakisB08
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Giorgos A. Giannakakis, Ivan Buliev:
ECG signal recording, processing and transmission using a mobile phone. PETRA 2008: 82

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