4. Supervision / examination of research projects
4.2 Postgraduate (MSc) projects
4.3 Graduate (integrated MSc) projects
- Linear and nonlinear analysis of time series
- Big Data Analysis
- Machine learning with focus on dimension reduction
- Computational
statistics
-
Connectivity
analysis of multivariate time series
- Complex systems from multivariate time series
- Complex
networks
- Dynamical
systems,
chaos and complexity
- Software
development
- Stochastic
simulation.
- Computational
neuroscience.
- Analysis of
geophysical
data.
- Analysis of
financial
data, econophysics.
- Analysis of biological data.
- Analysis of data in
engineering.
- Biosurveillance
Ongoing research projects
Completed research projects
Non-profit coordinator of the PhD project “Causality Network Estimation from High Dimensional Multivariate Time Series” funded by the Hellenic Foundation for Research and Innovation (30/11/2019 – 30/11/2022), budget 32400 €
Coordinator of the research project “Discrete multivariate time series analysis using information measures: causality relationships and prediction” funded by the Program for Development of Human Potential, Education and Lifelong Learning of the Ministry of Economy and Development, Greece (21/1/2020 – 21/4/2021), overall budget: 37000 €
Non-profit participation in the project "Merging complex financial interactions with portfolio construction techniques", Hellenic Foundation for Research and Innovation (HFRI) postdoctoral Fellowship (11/2018 – 11/2021), budget 150000 €.
Participation in the project “Development and validation of Deep-TMS combined with high-density EEG as a novel diagnostic and therapeutic tool in Epilepsy (dt-EPILEPSY)” co-financed by Israeli and Greek funds (General Secretariat for Research and Technology) through the Program for Greek-Israeli Research and Technology Collaboration (7/2018 – 7/2021), budget for AUTh team: 264612 €.
Participation in the project “Valorization of aromatic and medicinal plants of the Greek flora (AromaDistil)” co‐financed by the European Union and Greek national funds through the Operational Program Competitiveness, Entrepreneurship and Innovation, under the call Research – Create – Innovate (6/2018 – 6/2021), budget for AUTh team: 315296 €
Coordinator of the research project titled “Networks and Classification from
Granger Causality of Multivariate Time Series with Applications in
Neurophysiology” funded by the General Secretariat for Research and
Technology, Greece (1/2014 – 7/2015), overall budget: 130000
€
Funded
project titled “Granger causality and complex networks from multivariate
time series” from the program for support of research activity in AUTh
(4/2013 – 4/2014), overall budget: 4000
€
On going collaboration with other senior researchers
- Prof. Vassilis Kimiskidis (Director of the Neurology Clinic A, Medical School, Aristotle University of Thessaloniki) on the analysis of EEG under transcranial magnetic stimulation (TMS).
- Prof. Cees Diks (Faculty of Economics and Management, University of Amsterdam), Prof. Catherine Kyrtsou (Department of Economics, University of Macedonia) and post-doc Angeliki Papana (Department of Economics, University of Macedonia), collaboration on methods of Granger causality and complex networks from financial multivariate time series.
- Prof. Michael Small (Dept of Mathematics, University of Western Australia) in the investigation of complex systems from high-dimensional time series.
- Prof. Luca Faes (Department of Engineering, University of Palermo) in the analysis of signals from brain and heart.
- Senior Researcher Milan Palus (Institute of Computer Science, Academy of Sciences of the Czech Republic) in the estimation of coupling from the phases of multivariate time series.
- Assosciate Professor Alkiviadis Tsimpiris (Department of Informatics Engineering, Technological Education Institute of Central Macedonia) in the development and application of data mining techniques for the analysis of multivariate time series.
- PostDoc Angeliki Papana, affiliated member of the research team and also at the Department of Economics, University of Macedonia: close collaboration in the analysis of financial multivariate time series.
- PostDoc Ioannis Vlachos, member of the research team: close collaboration in the analysis of biomedical multivariate time series and alos in the development of methodology for the analysis of complex systems.
On going collaboration with researchers - Postdocs
- PostDoc Ioannis Vlachos, member of the research team: close collaboration in the analysis of biomedical multivariate time series (together with Prof. Vassilis Kimiskidis), in the estimation of causality from phases of multivariate time series (together with Milan Palus, Jaroslav Hlinka), and also in the development of methodology for the analysis of complex systems.
- PostDoc Akylas Fotiadis: collaboration in the estimation of complex causality networks from multivariate time series and applications in finance (together with Ioannis Vlachos).
- PostDoc Elsa Siggiridou: collaboration in the estimation of models and causality networks from high-dimensional discrete- and continuous-valued time series.
4. Supervision / examination of research projects
Superviser
Name / Surname | End | Department | Title | Committee | |
1 | Papana, Aggeliki | 24/06/2009 | Dept of Mathematics, Physics and Computational Sciences, AUTh | Nonlinear statistical analysis of biological time series | 2. Zioutas G, 3. Bountis A. |
2 | Vlachos, Ioannis | 12/11/2009 | Dept of Mathematics, Physics and Computational Sciences, AUTh | Oscillating characteristics of time series and linear / nonlinear models of dynamic regression with application to the epileptic seizure prediction | 2. Zioutas G, 3. Moysiadis P. |
3 | Kouvaris, Nikos | 26/05/2011 | Dept of Mathematics, Physics and Computational Sciences, AUTh | Study of synchronization in discrete biological systems | 2. Provata A., 3. Voyatzis G. |
4 | Tsimpiris, Alkiviadis | 18/06/2012 | Dept of Mathematics, Physics and Computational Sciences, AUTh | Data mining from timeseries databases: feature selection and classification | 2. Pangalos G., 3. Mitkas P. |
5 | Koutlis, Christos | 10/02/2017 | Dept of Electrical and Computer Engineering, AUTh | Multi-variate time series analysis and Granger causality with application to neurophysiology | 2. Hadjileontiadis L., 3. Delopoulos An. |
6 | Papapetrou, Maria | 03/09/2020 | Dept of Electrical and Computer Engineering, AUTh | Investigation of long range correlation in symbol sequences | 2. Tsaklidis G., 3. Provata A. |
7 | Siggiridou, Elisavet | 12/05/2021 | Dept of Electrical and Computer Engineering, AUTh | Connectivity and time series networks with application on the effect of transcranial magnetic stimulation in epilepsy | 2. Rekanos I, 4. Kimiskidis V. |
9 | Fotiadis, Akylas | 31/03/2023 | Dept of Electrical and Computer Engineering, AUTh | Estimation of connectivity networks of complex systems from high-dimensional time series | 2. Theocharis I., 3. Delopoulos An. |
8 | Grigoriou, Rafaila | Dept of Electrical and Computer Engineering, AUTh | Feature extraction from multivariate time series with application in human motion | 2. Symeonidis A, 3. Kollias He. | |
10 | Angelis, George | Dept of Electrical and Computer Engineering, AUTh | Learning from multiple modalities for earth and environmental monitoring | 2. Rovithakis G, 3. Delopoulos A. | |
11 | Siachoudis, Athanasios | Dept of Electrical and Computer Engineering, AUTh | Use of Previous Communications for Randomness and Security | 2. Pangalos G., 3. Chasapis G. | |
12 | Papadopoulou Eleni | Dept of Electrical and Computer Engineering, AUTh | Short and long term prediction of multivariate time series using machine learning models | 2. Petrantonakis P, 3. Mallinhw G. |
Advisory Committee member
Nr | Name / Surname | End | Department | Title | Committee |
1 | Avramidis, Antonis | 01/02/2011 | Dept of Mathematics, Physics and Computational Sciences, AUTh | Robust Regression with Mathematical Programming | |
2 | Vafiadis, Thanasis | 01/03/2011 | Dept of Mathematics, AUTh | Investigation of piecewise linear trends in time series | |
3 | Charakopoulos, Avraam | 17/07/2015 | Dept of Civil Engineering, University of Thessaly | Analysis and Identification of Spatiotemporal Phenomena Using Advanced Methods of Time Series Analysis | 1. Karakasidis Th, 2. Liakopoulos A. |
4 | Fragkou, Athanasios | 31/01/2017 | Dept of Civil Engineering, University of Thessaly | Detection and characterization of correlations of observations of dynamical systems using advanced methods of time series analysis | 1. Karakasidis Th, 2. Liakopoulos A. |
5 | Spiroglou, Ioannis | 06/11/2018 | Dept of Electrical and Computer Engineering, Demokritus Uni | Generalized linear models, longitudinal data analysis and their application in biomedical problems | 1. Rigas A, 2. Schinas Ch. |
6 | Theodosiadou, Rania | 28/06/2019 | Dept of Mathematics, AUTh | Stochastic hidden jump process and state space models with anequal conditions: Application to finance | 1. Tsaklidis, 2. Polimenis |
7 | Pavlidou, Meropi | 03/03/2020 | Dept of Electrical and Computer Engineering, Demokritus Uni | Robust Covariance, Classification and Regression Estimation and Applications in the Field of Engineering | 1. Zioutas |
8 | Chorozoglou, Dimitris | 23/06/2020 | Dept of Geology, AUTh | Contribution to the seismic hazard assessment by using multivariate seismic time series | 1. Papadimitriou, 2. Tsaklidis |
9 | Skaperas, Sotiris | 08/10/2020 | Applied Informatics, PAMAK | Data analysis and prediction models for convenient resource management in 5G networks | 1. Mamatas El. (ΠΑΜΑΚ), 2. Tsaklidis G. |
10 | Aggelou, Konstantinow | 05/11/2020 | Dept of Physics, AUTh | Applications of statistical physics theories on technological networks | 1. Argyrakis P., 2. Polatoglou Ch. |
11 | Loumponias, Kostas | 09/12/2020 | Dept of Mathematics, AUTh | Modified Kalman filters for the estimation of hidden states with censored measurements | 1. Tsaklidis G., 2. Papadopoulou A. |
12 | Maggira, Rania | 16/06/2021 | Dpet of Geology, AUTh | Stochastic modeling of seismogenesi in Greece: Applications in the estimation of seismic risk | |
13 | Mylona, Chrysoula | 30/06/2021 | Dept of Electrical and Computer Engineering, Demokritus Uni | Study of the asymptotic behavior of the solutions of non-linear difference equations and systems of difference equations | 1. Schinas Ch, 2. Rigas A |
14 | Daglis, Thodoros | 01/01/2020 | School of Mathematical and Physical Science, NTUA | Stochastic natural phenomena and economic actions | 1. Michailidis P (ΣΕΜΦΕ) 2. Milios Ι (ΕΜΠ) |
15 | Lykou, Rodi | 13/04/2022 | Dept of Mathematics, AUTh | Filtering general hidden Markov models, improvements to Particle filter with missing data and applications | 1. Τσακλίδης, 3. Καραμπετάκης |
16 | Kassandrou, Theodosios | 31/10/2022 | Dept of Mechanical Engineering, AUTh | Υπολογιστική ανάλυση, μοντελοποίηση και βελτίωση μετρήσεων ποιότητας ατμοσφαιρικού περιβάλλοντος | 1. Karatzas K. 2. Mellas D. |
17 | Chadoulos, Christos | Dept of Electrical and Computer Engineering, AUTh | Data analysis using machine learning and deep learning techniques for the modeling and evolution of the knee osteoarthritis in patients | 1. Theocharis I., 3. Symeonidis A. | |
18 | Sioyris, George-Iasonas | Dept of Statistics & Actuarial - Financial Mathematics, Aegean University | Nonlinear analysis of stochastic and chaotic multivariate time series | 1. Karagrigoriou A., 3. Kountzakis Ch. | |
19 | Stergiou, Konstantinos | Analysis and prediction of availability / price of energy sources with advanced methods of time series analysis and machine learning | 1. Karakasidis Th. 3. Sarris I. | ||
20 | Georgoulis, Filippos | Physics Dept, International Hellenic University | Μελέτη δεδομένων πραγματικών πολύπλοκων συστημάτων με μεθόδους Στατιστικής Φυσικής | 1. Maragkakis M. 2. Magafas L. | |
21 | Papaioannou, Nikos | Dept of Computer Science and Telecommunications, International Hellenic University | Information-based feature selection in machine learning and applications | 1. Tsimpiris A., 2. Varsamis D. | |
22 | Antonoglou, Alexandros | Dept of Electrical and Computer Engineering, AUTh | 1. Alexiadis M., 3. Zarafonitou Χ. |
Examiner Committee member
Nr | Name / Surname | End | Department | Title | Committee |
1 | Kosmidis, Thomas | 27/06/2005 | Physics Dept AUTh | Random walk applications in physical systems | 1. Argyrakis P, 2 Paloura E, 3. Polatoglou Ch |
2 | Nikolopoulos Stavros | 01/10/2006 | Electrical and Computer Engineering, Metsovio | Dynamic analysis of heart function and nonlinear analysis of experimental time series of heart rate signals. Construction of a coarse-grain model of myocardium pulse propagation | |
3 | Kalantzis, Thomas | 29/06/2007 | Dept of Informatics, Macedonian University | Multivariate analysis of time series | |
4 | Carrion, Ismael Marin | 01/04/2010 | Department of Computer Science, the University ofCastilla-La Mancha, Spain | High Performance Computing Applied to Nonlinear Time Series Analysis | |
5 | Vogiatzoglou, Manthos | 01/05/2010 | Department of Business Administration, University of Macedonia, Thessaloniki | Statistical analysis of multivariate dependence models for ?financial time series | |
6 | Kotsialos, Efthymios | 01/10/2011 | Dept of Applied Informatics, University of Macedonia | Chaotic dynamic systems: contribution to the study of de-chaotization of dynamical systems and augmentation of the genaralized canonical form Lorenz | 1. Satratzemi Μ, 2. Roumeliotis Μ, 3. Evagelidis G |
7 | Skourkeas, Anastasios | 01/02/2012 | Dept of Mathematics, AUTh | Development of Statistical Methods of Down-Sampling with Applications in Environmental Problems | 1. Kolyva-Machaira F, 2. Machaira P, 3. Antoniou I |
Pseftogianni, Dimitra | 27/06/2012 | Dept of Medicine, AUTh | Statistical parameters study of EEG spectrum on patients with MCI | 1. Kazis A, Anagionakis G, Mavromatis I | |
8 | Sentas Antonis | 11/09/2013 | Dept of Agronomics, Fishery and Water Environment, Uni of Thessaly | Simulation Stochastic Models for the Surface Water Quality in Nestos River | 1. Psilovikos A, 2. Loukas A, 3. Matsioris S |
9 | Klados, Manousos | 19/09/2014 | Dept of Medicine, AUTh | Emotional Computing and Education: Intelligent Techniques for the Detection of Emotion and Advancement of the Educational Process | 1. Bamidis P, 2. Antoniou I, 3. Hadjileontiadis L |
10 | Gialamboukidis, Ilias | 07/11/2014 | Dept of Mathematics, AUTh | The Time Operator and Age of Evolutionary Processes | 1. Antoniou I, 2. Moysiadis P, 3. Papadopoulou A. |
11 | Chatzinakos Christos | 01/12/2014 | Dept of Electrical and Computer Engineering, AUTh | Algorithms for the Detection of Outliers in the Robust Estimation of Covariance and Regression | 1. Zioutas G, 2. Tsouros K, 3. Kortesis S |
12 | Liparas, Dimitris | 10/06/2015 | Dept of Informatics, AUTh | Statistical Classification Techniques in Multivariate Data | 1. Aggelis L, 2. Vakali A, 3. Laskaris N |
13 | Panagakou, Evaggelia | 11/07/2015 | Dept of Physics, National and Kapodistrian University | Synchronization Phenomena in Grids of Coupled Oscillators | 1. Diakonos F, 2. Frantzeskakis D, 3. Provata A |
14 | Makris, George | 23/12/2015 | Dept of Mathematics, AUTh | Cryptography with Chaos | Antoniou I |
15 | Papadaniil, Chrysa | 08/07/2016 | Dept of Electrical and Computer Engineering, AUTh | Three-dimensional vector field tomography: Extended theory and applications for effective determination of the brain activat0ed states in controls and patients | 1. Hadjileontiadis L, 2. Sergiadis G, 3. Kompatsiaris I |
16 | Spiridou, Kyriaki | 15/05/2017 | Dept of Medicine, AUTh | Registration, analysis and processing of Cardiotocograph (CTG) using modern signal processing techniques regarding pregnancy parameters from mother and foetus | 1. Maglaveras N, 2. Hadjileontiadis L, 3. Athanasiadis Ap. |
17 | Kouvatsou, Zoi | 21/06/2017 | Dept of Psychology, AUTh | Estimation of the function of the working memory in patients with multiple sclerosis using cognitive tasks and transcranial magnetic stimulation combined with electroencephalogram | 1. Kosmidou Μ, 2. Kimiskidis V, 3. Kioseoglou |
18 | Laiou, Petroula | 05/10/2017 | Dept of Information and Communication Technology, University Pompeu Fabra | Data-driven analysis of interactions between pairs and ensembles of coupled dynamics | Supervisor: Ralph Andrzejak |
19 | Ioannidis, Evangelos | 16/03/2018 | Dept of Mathematics, AUTh | Modeling knowledge networks | 1. Antoniou |
20 | Irene Malvestio | 05/02/2019 |
Department of Information and Communication Technologies, UPF Department of Physics, University of Florence |
Detection of directional interactions between neurons from spike trains |
1. Ralph G. Andrzejak, 2. Roberto Livi |
21 | Alossaimy, Abdulrahman Nasser M. | 20/03/2019 | Dept of Mathematics, The University of Western Australia |
Using Complex Networks to Uncover Interaction in Stock Markets |
1. Michael Small |
22 | Serkentzis, Nikos | 31/10/2019 | Dept of Electrical and Computer Engineering, AUTh | Reinforcement of readiness of digital forensic investigation using cyber-knowledge | 1. Pangalos G., 2. Ilioydis Ch., 3. Katos V. |
23 | Papapanagiotou, Vassilis | 08/11/2019 | Dept of Electrical and Computer Engineering, AUTh | Modeling and automatically measuring human eating behavior | 1. Delopoulos An. |
25 | Damaskou, Efterpi | 25/09/2020 | Τμήμα Πολιτικών Μηχανικών, ΑΠΘ | Service quality in urban roundabouts: Investigation of the evaluation and assessment of effecting factors | 1. Kehagia F., 2. Pitsiava M., 3. Iliou N. |
26 | Tsakiridis, Nikos | 05/10/2020 | Dept of Electrical and Computer Engineering, AUTh | Modeling of soil properties from hyperspectral signatures using computational intelligence techniques | 1. Theocharis I., 2. Zalidis G. |
27 |
Martínez, Cristina González |
27/11/2020 |
Department of Information and Communications Technologies, Universitat Pompeu Fabra |
Nonlinear signal analysis of micro and macro electroencephalographic recordings from epilepsy patients |
President: Dimitris Kugiumtzis Secretary: Christian Rummel Member: Marc Goodfellow |
28 | Iakovakis, Dimitris | 05/01/2021 | Dept of Electrical and Computer Engineering, AUTh | Detection of psychomotor disorders from typing patterns on touchscreens using advanced machine learning techniques | 1. Hatdjileontiadis L, 2. Rekanos I, 3. Delopoulos A |
29 | Kyritsis, Kostas | 01/06/2021 | Dept of Electrical and Computer Engineering, AUTh | Automatic and Objective Measurement of Eating Be-havior using Wrist Mounted Inertial Sensors | 1. Delopoulos A, 2. Hatdjileontiadis L, 3. Symeonidis A |
30 | Floros, Dimitris | 13/09/2022 | Dept of Electrical and Computer Engineering, AUTh | Efficient Analysis of Local and Global Structures in Large Networks | 1. Pitsianis Ν, 2. Delopoulos Α 3. Symeonidis Α |
31 | Tzirini, Maria | 24/09/2023 | Dept of Physics, AUTh | Personalizing the theraoy design in the transcranial magnetic stimulation using computational techniques | 1. Samaras Th, 2. Efthymiadis Κ, 3. Kimiskidis V |
4.2 Postgraduate (MSc) projects
Superviser
Advisory and examiner Committee member
4.3 Graduate (integrated MSc) projects
Superviser
Nr | Name / Surname | Presentation | Dept | Title |
1 | Vafeidis, Pantelis | 10/07/2017 | Electrical & Computer Engineering | Evaluation of algorithms for correction of transcranial magnetic stimulation induced artifacts in electroencephalograms |
2 | Xigonakis, Giannis | 28/06/2017 | Electrical & Computer Engineering | Motor imagery decoding by signal analysis in source space of electroencephalograms |
3 | Karaiskou, Aggeliki | 18/07/2018 | Electrical & Computer Engineering | Quantitative evaluation of the Event Related Spectral Perturbation and application to Transcranial Magnetic Stimulation |
4 | Anagnostopoulou, Alexandra | 01/03/2019 | Electrical & Computer Engineering | Improvement and plugging in Matlab modules of algortihm for the correction of the transcranial magnetic stimulation artifact from electroencephalograms |
5 | Evagelidis, Apostolos | 08/12/2020 | Electrical & Computer Engineering | Signal decomposition to internal modes and estimation of phase synchronization of two signals |
6 | Michailidis, George | 09/03/2021 | Electrical & Computer Engineering | Optimization of condenser performance and minimization of variable cost in a unit of combined cycle natural gas |
7 | Tsintsaris, Dimitris | 17/03/2021 | Electrical & Computer Engineering |
Development of
modifications of the algorithm of the method Backward-in Time Selection
(BTS) in problems of Granger causality |
8 | Tzionas, Evripidis | 14/04/2021 | Electrical & Computer Engineering | Reinforcement Learning in Financial Time Series |
9 | Chionidis, Michalis | 08/07/2021 | Electrical & Computer Engineering | Estimation of the Conditional Mutual Information for Continuous and Discrete Random Variables using the Nearest Neighbor algorithm in Feature Selection Tasks |
10 | Inglezos, Charalampos | 08/07/2021 | Electrical & Computer Engineering | COVID-19: Epidemiological data analysis, cases modelling and simulation for multiple countries using SIR models |
11 | Kaparinos, Nikos | 15/11/2021 | Electrical & Computer Engineering | Customer Switching Rate analysis: future prediction with regression models |
12 | Papas, Ioannis | 09/03/2022 | Electrical & Computer Engineering | Clustering of financial time series using the k-means algorithm and the DTW metric and prediction with LSTM neural networks |
13 | Tsichlakis, Nektarios | 09/03/2022 | Electrical & Computer Engineering | Evaluation of techniques of dynamic time warping |
14 | Sykas, George | 24/03/2022 | Electrical & Computer Engineering | Epileptic discharge onset detection from electroencephalograms using machine learning techniques |
15 | Stergiadis, Alexandros | 24/03/2022 | Electrical & Computer Engineering | The effect of independent component analysis on the brain connectivity analysis of EEG data |
16 | Georgalis, Dimitris | 13/07/2022 | Electrical & Computer Engineering | Discrimination of electrographic seizures terminated naturally or by stimulation using dynamic time warping |
17 | Fakoudis, Dimitris | 04/07/2023 | Electrical & Computer Engineering | Extending the optimal connectivity (causality) network from multivariate time series combining the estimation of direct and indirect causal relationships αιτιότητας |
18 | Sapountzis, Andreas | 04/07/2023 | Electrical & Computer Engineering | Cryptocurrency Portfolio Optimization Using Recurrent Proximal Policy Optimization |
19 | Istatiadis, Nikos | 16/03/2023 | Electrical & Computer Engineering | Symbolic Regression and Dimension Reduction |
20 | Mantsiou, Anastasia | 14/11/2023 | Electrical & Computer Engineering | Detection of electrographic seizure onest using wavelets |
21 | Papageorgiou, Thodoros | 04/07/2023 | Electrical & Computer Engineering | Variable Selection in Regression Problems using Conditional Mutual Information |
22 | Nikolis, George | 29/03/2023 | Electrical & Computer Engineering | Causality relationships and Prediction of Energy Demand using multivariate machine learning models |
23 | Stavrianidou, Evgenia | 14/11/2023 | Electrical & Computer Engineering | Investigation of structural changes in multilayer connectivity networks |
24 | Lioupis, Thodoros | 14/11/2023 | Electrical & Computer Engineering | Investigation of the brain – heart coupling using Granger causality methods |
25 | Xatzipetrou, Maria | 14/11/2023 | Electrical & Computer Engineering | Modifications of technique LASSO for sparse vector autoregressive models |
26 | Liolios, Anastasios | Electrical & Computer Engineering | Cluster-based permutation test to detect differences in event related potentials | |
27 | Stalias, Vasilis | Electrical & Computer Engineering | Investigation of connectivity and prediction in Greek energy stock market | |
28 | Kalimeris, Argyris | Electrical & Computer Engineering | Discrimination of healthy and epileptic patients using analysis of EEG signals after TMS with methods of effective connectivity | |
29 | Kalla, Eleni | Electrical & Computer Engineering | Networks from correlation of state vectors on unctional magnetic resonance imaging (fMRI) data | |
30 | Chasiotis, Thanasis | Electrical & Computer Engineering | The use of principal component analysis in the estimation of direct causality | |
31 | Basis, Konstantinos | Electrical & Computer Engineering | Sparsity penalties in Neural Network models for the estimation of Granger causality | |
32 | Tsakalidis, Nikos | Electrical & Computer Engineering | Prediction in a time horizon of univariate time series | |
33 | Albanakis, Konstantinow | Electrical & Computer Engineering | Early Time series classification |
Advisory and examiner Committee member
Last updated 18/12/2023.