Master's Theses
The following list presents all Master's theses completed within the Master's Program in "Computational and Analytical Statistics in Data Science".
The theses reflect the academic and research activities of the program's graduates and cover a wide range of topics related to the field of study.
The theses reflect the academic and research activities of the program's graduates and cover a wide range of topics related to the field of study.
Supervisor
Items list
Name: Kontakos, Tryphon
ID: MCDA112
Title: Detecting anomalies in time series using machine learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 11/05/2026
Name: Dimitriadis, Eleni
ID: MCDA111
Title: Exploring the relationship between burnout, anxiety and depression
Supervising professor: Androulakis Georgios
Proclamation date: 10/03/2026
Name: Tsamis, Efstathios
ID: MCDA110
Title: Time Series Modeling for Asymmetric Cost Transmission: The "Rocket and Feather" Dynamics in the Greek Fuel Market
Supervising professor: Androulakis Georgios
Proclamation date: 02/03/2026
Name: Tsoumani, Louisa Marinai
ID: MCDA109
Title: Artificial intelligence and its applications in education
Supervising professor: Kotsiantis Sotirios
Proclamation date: 26/02/2026
Name: Karabekios, Petros
ID: MCDA108
Title: Complete community recovery in the stochastic block model: theory and algorithms
Supervising professor: Raptopoulos Christos
Proclamation date: 26/02/2026
Name: Vouzas, Lazaros
ID: MCDA107
Title: Detection of outliers in survival analysis
Supervising professor: Oikonomou Polychronis
Proclamation date: 18/02/2026
Name: Andreou, Konstantina
ID: MCDA106
Title: Impact of geopolitical conditions on stock market indices: comparative analysis and price prediction models
Supervising professor: Androulakis Georgios
Proclamation date: 20/02/2026
Name: Pitsiou, Kassiani
ID: MCDA105
Title: A general approach to finding minimal intersections in graphs
Supervising professor: Kavvadias Dimitrios
Proclamation date: 13/02/2026
Name: Tsiouramani Vasileia
ID: MCDA104
Title: Evolutionary dynamics in networks: study of the percentage dominance in the Moran process in two graphs
Supervising professor: Raptopoulos Christos
Proclamation date: 13/02/2026
Name: Lymberis, George
ID: MCDA103
Title: Genetic models in energy systems
Supervising professor: Kotsiantis Sotirios
Proclamation date: 04/02/2026
Name: Giopanoy Labrini
ID: MCDA102
Title: Using machine learning algorithms in e-commerce
Supervising professor: Kotsiantis Sotirios
Proclamation date: 04/02/2026
Name: Nikolakopoulos, Spyridon
ID: MCDA101
Title: Cluster analysis and extreme value theory: an introduction to seismic data
Supervising professor: Petropoulos Konstantinos
Proclamation date: 29/01/2026
Name: Bei Eleni - Maria
ID: MCDA100
Title: Applying machine learning methods for analysis and forecasting in the fast-moving consumer goods industry
Supervising professor: Kotsiantis Sotirios
Proclamation date: 20/01/2026
Name: Patsi, Dimitra
ID: MCDA99
Title: Predicting dropout with interpretable artificial intelligence: from diagnosis to action
Supervising professor: Kotsiantis Sotirios
Proclamation date: 20/01/2026
Name: Mantoussi, Ekaterini Friederiki
ID: MCDA98
Title: Analysis and clustering of environmental data using machine learning
Supervising professor: Oikonomou Polychronis
Proclamation date: 30/10/2025
Name: Sousanis, Andreas
ID: MCDA97
Title: Football results in performance dynamics: a data-driven framework for football analytics with cumulative indicators and predictive modeling
Supervising professor: Androulakis Georgios
Proclamation date: 13/11/2025
Name: Smyrilios, Marios-Jason
ID: MCDA96
Title: Quantitative sports data analysis (sports analytics): determining critical success indicators in the EuroLeague with statistical and computational analytics
Supervising professor: Androulakis Georgios
Proclamation date: 13/11/2025
Name: Stamatis, Dimitrios
ID: MCDA95
Title: Performance analysis of local machine learning in Chrome extensions: comparative study of implementations with Content script and Offscreen document
Supervising professor: Kotsiantis Sotirios
Proclamation date: 27/08/2025
Name: Kostara, Ourania
ID: MCDA94
Title: Advanced methods for predicting debt default
Supervising professor: Oikonomou Polychronis
Proclamation date: 26/10/2025
Name: Georgiadi, Asimina Maria
ID: MCDA93
Title: Fraud analysis in banking data using machine learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 06/10/2025
Name: Siafla, Maria Eleni
ID: MCDA92
Title: Diabetes mellitus prediction using machine learning methods
Supervising professor: Kotsiantis Sotirios
Proclamation date: 27/08/2025
Name: Tsakiri, Evanthia
ID: MCDA91
Title: Burnout syndrome and student engagement at the Department of Mathematics of the University of Patras: an empirical study using the BAT and UWES tools
Supervising professor: Androulakis Georgios
Proclamation date: 29/08/2025
Name: Kavvada, Elli
ID: MCDA90
Title: Evaluation and comparative study of categorical variable coding techniques in supervised machine learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 10/07/2025
Name: Giannopoulou Chrysoula
ID: MCDA89
Title: Modern machine and deep learning methods for financial analysis and forecasting
Supervising professor: Kotsiantis Sotirios
Proclamation date: 10/07/2025
Name: Kougioumtzoglou Theodora
ID: MCDA88
Title: Clustering techniques in the presence of missing values for creating a medical profile
Supervising professor: Oikonomou Polychronis
Proclamation date: 11/07/2025
Name: Liosatou Stefania
ID: MCDA87
Title: Estimation of the scale parameter σ of a biparametric exponential distribution using Stein, Brown, Brewster-Zidek and Kubokawa type estimators
Supervising professor: Petropoulos Konstantinos
Proclamation date: 30/06/2025
Name: Kanavos Nikolaos
ID: MCDA86
Title: Deep learning: object detection using the YOLO model
Supervising professor: Kotsiantis Sotirios
Proclamation date: 13/06/2025
Name: Moukou Athanasia
ID: MCDA85
Title: Application of the Generalized Binomial Linear Model to the Anger Assessment Questionnaire
Supervising professor: Petropoulos Konstantinos
Proclamation date: 06/06/2025
Name: Georgopoulos-Psilias Dimitrios
ID: MCDA84
Title: Parameter Estimation for the Bivariate Normal Distribution Model
Supervising professor: Petropoulos Konstantinos
Proclamation date: 28/03/2025
Name: Georgiou Georgia
ID: MCDA83
Title: The Financial Times Stock Exchange 100 index, before and after Brexit
Supervising professor: Androulakis Georgios
Proclamation date: 14/02/2025
Name: Spyridon Theodoropoulos
ID: MCDA82
Title: Data Analysis and Prediction of AIRBNB Listing Ratings in the Ionian Islands: Trends in Visitor Preferences and Tourism in the Region
Supervising professor: Kotsiantis Sotirios
Proclamation date: 08/01/2025
Name: Pouliou Ekaterini
ID: MCDA81
Title: Time Series Analysis and Application to Seismic Data
Proclamation date: 07/01/2025
Name: Athanasiou Nikolas
ID: MCDA80
Title: Predicting the trend of gold price with machine learning techniques
Supervising professor: Androulakis Georgios
Proclamation date: 07/01/2025
Name: Siriopoulos Sirius
ID: MCDA79
Title: Volatility Curve Analysis in Financial Markets
Supervising professor: Androulakis Georgios
Proclamation date: 20/12/2024
Name: Lygda Euphrosyne
ID: MCDA78
Title: Multimodal Deep Learning Model for Alzheimer's Disease Diagnosis
Supervising professor: Kotsiantis Sotirios
Proclamation date: 02/09/2024
Name: Evangelos Voultsinos
ID: MCDA77
Title: Deep Learning for Time Series Forecasting
Supervising professor: Kotsiantis Sotirios
Proclamation date: 29/08/2024
Name: Fortis Georgios
ID: MCDA76
Title: Comparison and Analysis of Dimensionality Reduction Algorithms
Supervising professor: Kotsiantis Sotirios
Proclamation date: 05/07/2024
Name: Bassoon Christina-Nicoleta
ID: MCDA75
Title: Using Item Response Theory to Value Stock Market Data
Supervising professor: Androulakis Georgios
Proclamation date: 18/06/2024
Name: Argyrou Chrysoula
ID: MCDA74
Title: Time Series Analysis and Forecasting using NASDAQ Index Closing Prices and Trading Volume
Supervising professor: Androulakis Georgios
Proclamation date: 18/06/2024
Name: Papastathopoulou Eugenia
ID: MCDA73
Title: The impact of Covid-19 on the quality of life and mental health of students in Greece
Supervising professor: Androulakis Georgios
Proclamation date: 18/06/2024
Name: Apostolos Kerentzis
ID: MCDA72
Title: Reliability System Component Importance Measures
Proclamation date: 29/05/2024
Supervisor (Former Faculty Member or Professor from Another Department): Efrosyni Makri
Name: Panagiota Petroutsou
ID: MCDA71
Title: Application of the Binomial Generalized Linear Model and Logistic Regression in entomology
Supervising professor: Petropoulos Konstantinos
Proclamation date: 16/02/2024
Name: Dionysios Delaportas
ID: MCDA70
Title: Electricity Demand Forecasting Using Time Series Methods
Proclamation date: 12/01/2024
Name: Georgia Kosma
ID: MCDA69
Title: Time series analysis and forecasting with seasonal influenza data
Proclamation date: 30/05/2023
Name: Panagiotis Nikas
ID: MCDA68
Title: Genetic Algorithms and Applications to Combinatorial Problems
Supervising professor: Kavvadias Dimitrios
Proclamation date: 03/10/2023
Name: George Solomos
ID: MCDA67
Title: Graph Neural Networks and Applications
Supervising professor: Kotsiantis Sotirios
Proclamation date: 03/10/2023
Name: Panagiota Korogiannou
ID: MCDA66
Title: Statistical and Machine Learning Methods in Survival Analysis
Supervising professor: Oikonomou Polychronis
Proclamation date: 30/08/2023
Name: Sarah Gelo
ID: MCDA65
Title: The role of Artificial Intelligence in achieving the Sustainable Development Goals
Supervising professor: Kotsiantis Sotirios
Proclamation date: 25/07/2023
Name: Ekaterini Pistioli
ID: MCDA64
Title: Age and gender recognition through images using Deep Learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 25/07/2023
Name: Konstantinos Skouris
ID: MCDA63
Title: Analysis of Bank Financing for the Period 1995-2021
Supervising professor: Androulakis Georgios
Proclamation date: 19/07/2023
Name: Athanasios Sampanis
ID: MCDA62
Title: The relationship between the Cox proportional hazards model and Poisson regression
Supervising professor: Oikonomou Polychronis
Proclamation date: 12/07/2023
Name: Konstantinos Kyriakopoulos
ID: MCDA61
Title: Transfer learning through neural networks
Supervising professor: Kotsiantis Sotirios
Proclamation date: 19/06/2023
Name: Evangelia Moukou
ID: MCDA60
Title: Application of Logistic Regression to the Anger Assessment Questionnaire (AESC)
Supervising professor: Petropoulos Konstantinos
Proclamation date: 14/06/2023
Name: Andreas Misiris
ID: MCDA59
Title: Sentiment analysis using data augmentation and machine learning methods
Supervising professor: Kotsiantis Sotirios
Proclamation date: 08/06/2023
Name: Emmanuel Tzanidakis
ID: MCDA58
Title: Regression and Machine Learning Techniques for Estimating Salary Levels of New Graduates
Supervising professor: Kotsiantis Sotirios
Proclamation date: 24/05/2023
Name: George Panagiotou
ID: MCDA57
Title: The use of query response theory in machine learning
Supervising professor: Androulakis Georgios
Proclamation date: 23/03/2023
Name: Eleni Demou
ID: MCDA56
Title: Satisfiability Problem Solving Methods and Software (SAT Solvers)
Supervising professor: Kavvadias Dimitrios
Proclamation date: 17/03/2023
Name: Angela Culloli
ID: MCDA55
Title: Natural Language Processing
Supervising professor: Kotsiantis Sotirios
Proclamation date: 09/03/2023
Name: Dimitrios Tsakoumis
ID: MCDA54
Title: Graph Neural Networks and Applications
Supervising professor: Kotsiantis Sotirios
Proclamation date: 06/03/2023
Name: Ioanna Psarra
ID: MCDA53
Title: Time Series Extreme Forecasting & Crisis Detection in Consumer Price Index Data
Supervising professor: Androulakis Georgios
Proclamation date: 20/02/2023
Name: Maria Papakonstantinou
ID: MCDA52
Title: Principal Component Analysis and Clustering Methods: Application to Agricultural Data
Supervising professor: Petropoulos Konstantinos
Proclamation date: 17/01/2023
Name: Maria Spanou
ID: MCDA51
Title: Stochastic Inventory Management Models
Proclamation date: 13/01/2023
Name: Sotiria Saketos
ID: MCDA50
Title: Study of the Ability of Various Pretrained Models to Answer Questions on Economic Texts
Supervising professor: Kotsiantis Sotirios
Proclamation date: 13/01/2023
Name: Maria Theodoropoulou
ID: MCDA49
Title: Anomaly Detection in Data Using Machine Learning Methods
Supervising professor: Kotsiantis Sotirios
Proclamation date: 13/01/2023
Name: Vasilios Pappas
ID: MCDA48
Title: Machine learning in precision medicine
Supervising professor: Oikonomou Polychronis
Proclamation date: 07/12/2022
Name: Chrissanna Kalari
ID: MCDA47
Title: Machine and Deep Learning Methods for Contaminated Soil Remediation
Supervising professor: Oikonomou Polychronis
Proclamation date: 25/10/2022
Name: Argyris Karageorgos
ID: MCDA46
Title: Predicting Football Match Results Using Machine Learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 14/09/2022
Name: Stamatios Koutelakis
ID: MCDA45
Title: Finding the Most Suitable Variable Selection Algorithm per Learning Algorithm through an Experimental Process
Supervising professor: Kotsiantis Sotirios
Proclamation date: 13/09/2022
Name: Efpraxia Plati
ID: MCDA44
Title: Bitcoin as an investment. Predictions and factors influencing it
Proclamation date: 29/08/2022
Name: Theophili Chrysanthou
ID: MCDA43
Title: The impact of coronavirus cases on the Dow Jones stock index (DJIA)
Supervising professor: Androulakis Georgios
Proclamation date: 05/08/2022
Name: Alexandra-Anna Mikroni
ID: MCDA42
Title: The impact of coronavirus and restrictive measures on the consumer price index in Greece
Proclamation date: 05/08/2022
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula Grapsa
Name: Ioannis Sofras-Karandis
ID: MCDA41
Title: Methods for detecting outliers in data streams
Supervising professor: Oikonomou Polychronis
Proclamation date: 27/06/2022
Name: Chrysoula Koutsantoni
ID: MCDA40
Title: Analytical Methods in Queuing Systems with Variable Arrival Rate
Proclamation date: 23/06/2022
Supervisor (Former Faculty Member or Professor from Another Department): I. Dimitriou
Name: Georgia Douklia
ID: MCDA39
Title: Time Series Data Analysis and Unemployment Forecasting in Europe
Proclamation date: 23/06/2022
Supervisor (Former Faculty Member or Professor from Another Department): V. Karyoti
Name: Alexandros Tatsis
ID: MCDA38
Title: Fake News Detection Using Machine Learning Techniques
Supervising professor: Kotsiantis Sotirios
Proclamation date: 22/06/2022
Name: Sotia Savva
ID: MCDA37
Title: Opinion Mining and Hate Rhetoric Methods
Supervising professor: Kotsiantis Sotirios
Proclamation date: 20/06/2022
Name: Nikolaos Tsiamoulos
ID: MCDA36
Title: Study and applications of the lognormal distribution
Supervising professor: Petropoulos Konstantinos
Proclamation date: 01/06/2022
Name: Eleni Papadimitriou
ID: MCDA35
Title: Estimators and goodness-of-fit tests for the inverse Gaussian distribution
Supervising professor: Petropoulos Konstantinos
Proclamation date: 11/04/2022
Name: Gregory Davrazos
ID: MCDA34
Title: Bayesian machine learning techniques
Supervising professor: Kotsiantis Sotirios
Proclamation date: 24/03/2022
Name: Diamantina Kasfiki
ID: MCDA33
Title: The impact of COVID-19 deaths on the Nasdaq Biotechnology Index (NBI)
Proclamation date: 01/03/2022
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula Grapsa
Name: Epaminondas Koulis
ID: MCDA32
Title: Nonlinear optimization with and without constraints
Proclamation date: 01/03/2022
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula Grapsa
Name: Athanasios Papastephanopoulos
ID: MCDA31
Title: Recognition of human actions using transfer learning techniques
Supervising professor: Kotsiantis Sotirios
Proclamation date: 08/02/2022
Name: Konstantina Mitsaki
ID: MCDA30
Title: Knowledge mining from big data
Supervising professor: Kotsiantis Sotirios
Proclamation date: 08/02/2022
Name: Romalea Rentzi
ID: MCDA29
Title: The China Post problem
Proclamation date: 21/01/2022
Name: Argyris Giannakopoulos
ID: MCDA28
Title: Statistical Analysis of the Coronaphobia Questionnaire using Logistic Regression and Factor Analysis
Supervising professor: Petropoulos Konstantinos
Proclamation date: 21/01/2022
Name: Eleni Boutsika
ID: MCDA27
Title: Methods for Analyzing Ergodic Literature with Graphs and Multilinear Algebra
Proclamation date: 14/01/2022
Supervisor (Former Faculty Member or Professor from Another Department): Stratis Gallopoulos
Name: Dimitra Kyriakouli
ID: MCDA26
Title: Consolidation of Duplicate Records in Databases
Supervising professor: Kotsiantis Sotirios
Proclamation date: 14/01/2022
Name: Zoulfos Athanasios
ID: MCDA25
Title: Anomaly detection in time series data
Supervising professor: Kotsiantis Sotirios
Proclamation date: 08/10/2021
Name: Stavroula Lappa
ID: MCDA24
Title: Interpretable Machine Learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 23/09/2021
Name: Ioannis Kolokouris
ID: MCDA23
Title: The impact of limiting factors on covid-19 time series
Proclamation date: 22/09/2021
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula grapsa
Name: Anastasia Karamitou
ID: MCDA22
Title: Newton's Method for Convex Functions
Proclamation date: 22/09/2021
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula grapsa
Name: Eftychia Panagiotopoulou
ID: MCDA21
Title: Evaluating Model Performance in Predicting Digital Ad Click-Through Rate
Supervising professor: Kotsiantis Sotirios
Proclamation date: 15/09/2021
Name: Andreas Gentekakis
ID: MCDA20
Title: Designing a Conversational Agent Using Deep Learning Techniques
Supervising professor: Kotsiantis Sotirios
Proclamation date: 15/09/2021
Name: Veneta Christodoulou
ID: MCDA19
Title: Algorithmic Game Theory and Mechanism Design
Supervising professor: Kavvadias Dimitrios
Proclamation date: 30/08/2021
Name: Danae-Maria Neila
ID: MCDA18
Title: Cryptography and Systems Security
Supervising professor: Kavvadias Dimitrios
Proclamation date: 30/08/2021
Name: Efstathios-Konstantinos Stathopoulos
ID: MCDA17
Title: Click rate prediction as a component of Real-Time Auction systems
Supervising professor: Kotsiantis Sotirios
Proclamation date: 05/04/2021
Name: Ekaterini Anastasopoulou
ID: MCDA16
Title: Multimodal Sentiment Analysis
Supervising professor: Kotsiantis Sotirios
Proclamation date: 23/06/2021
Name: Evangelos Kostoulas
ID: MCDA15
Title: Autoencoders with Perceptual Cost Function for Image Anomaly Detection
Supervising professor: Kotsiantis Sotirios
Proclamation date: 18/06/2021
Name: Aliki Dionatou
ID: MCDA14
Title: Survival Data Analysis in the Presence of Competing Risks
Supervising professor: Oikonomou Polychronis
Proclamation date: 15/06/2021
Name: Nikolaos Petroutsos
ID: MCDA13
Title: Longitudinal Data Models & Application to Clinical Study Data of AIDS Patients
Supervising professor: Oikonomou Polychronis
Proclamation date: 28/05/2021
Name: Loukopoulou Ekaterini-Amalia
ID: MCDA12
Title: Time series forecasting methods with Covid-19 data
Proclamation date: 26/03/2021
Supervisor (Former Faculty Member or Professor from Another Department): Theodoula grapsa
Name: George Delatolas
ID: MCDA11
Title: Natural Language Processing
Supervising professor: Kotsiantis Sotirios
Proclamation date: 26/01/2021
Name: Christos Didachos
ID: MCDA10
Title: Using Deep Learning Techniques for Autonomous Driving Software
Supervising professor: Kotsiantis Sotirios
Proclamation date: 26/01/2021
Name: Argyro-Elesa Marounta
ID: MCDA9
Title: Image Classification with Deep Learning
Supervising professor: Kotsiantis Sotirios
Proclamation date: 26/01/2021
Name: Natalia Zafeiropoulou
ID: MCDA8
Title: Information Geometry: study of a two-dimensional negative binomial distribution for data analysis
Proclamation date: 11/12/2020
Name: Andreas Galanis
ID: MCDA7
Title: Statistical Analysis of the DREEM questionnaire using the PCA method and the logistic regression model
Supervising professor: Petropoulos Konstantinos
Proclamation date: 09/06/2020
Name: Gregory Papageorgiou
ID: MCDA6
Title: Study of long-term relationship (cointegration) between two or more time series
Supervising professor: Oikonomou Polychronis
Proclamation date: 30/09/2020
Name: Ekaterini Skamnia
ID: MCDA5
Title: Andrews curves and development of a method for detecting areas with overconcentration of observations (hot spots) in multidimensional data
Supervising professor: Oikonomou Polychronis
Proclamation date: 11/09/2020
Name: Ioannis Economopoulos-Papachronopoulos
ID: MCDA4
Title: Deep Neural Networks and Their Application to Sentiment Analysis
Supervising professor: Kotsiantis Sotirios
Proclamation date: 20/07/2020
Name: Christos Lambrakis
ID: MCDA3
Title: Deep Learning and Bioinformatics
Supervising professor: Kotsiantis Sotirios
Proclamation date: 03/07/2020
Name: Marios Vlachogeorgos
ID: MCDA2
Title: Clustering methods for identifying outliers
Supervising professor: Kotsiantis Sotirios
Proclamation date: 09/06/2020
Name: Koulis Athanasios
ID: MCDA1
Title: Applying the logistic regression model to educational data
Supervising professor: Petropoulos Konstantinos
Proclamation date: 19/02/2020
