• A comparative evaluation of machine learning and deep learning for sports predictions in table tennis 

      Κυρώσης, Μηνάς-Νικόλαος (Πανεπιστήμιο Δυτικής Αττικής, 2024-03-07)
      The surge in sports data availability has opened avenues for exploring the application of machine learning (ML) and deep learning (DL) techniques in predicting match outcomes as classification tasks across various sports. ...
    • A survey on next generation networks and cloud computing 

      Μακαλού, Ζυλιέν (Πανεπιστήμιο Δυτικής Αττικής, 2021-03-22)
      IP Data Networking has been developed based on telecommunications principles, the TCP/IP stack, and the legacy routing/switching of information data units. The same principles, together with the latest evolution in Computer ...
    • Algorithms and data structures: Dynamic visualization of operation in a programming environment for educational purposes 

      Μπανάσιος, Γεώργιος (Πανεπιστήμιο Δυτικής Αττικής, 2023-03)
      Data structures and the algorithms that manipulate and transform these data to solve problems are a fundamental subject in computer science, with wide-ranging applications in many different fields and classes of problems. ...
    • Applying graph neural networks for stance detection over online social networks 

      Μοναχέλης, Παναγιώτης (Πανεπιστήμιο Δυτικής Αττικής, 2024-03)
      Fake news has flooded social networks and has been studied from different perspectives. Different methodologies have been proposed to approach this issue. In recent years, researchers have been conducting analyses based ...
    • Applying reinforcement learning algorithms for profitable strategies in a stock market simulator 

      Σταυροθανάσης, Θεόδωρος (Πανεπιστήμιο Δυτικής Αττικής, 2023-10-13)
      Financial time series present unique characteristics that an investor, analyst or algorithmic trader has to take always into account. One of the defining features is their inherent volatility and non-linearity. Unlike many ...
    • Artificial intelligence algorithms in the digital processing of biomedical images 

      Αλεξόπουλος, Νικόλαος (Πανεπιστήμιο Δυτικής Αττικής, 2023-03-10)
      Artificial intelligence has revolutionized the way we process and analyze data, including biomedical images. The present thesis investigates the application of convolutional neural networks (CNNs) for the classification ...
    • Artificial intelligence in medical diagnosis (with emphasis on orthopedics) 

      Σκαλέρης, Σταμάτιος-Μιχαήλ (Πανεπιστήμιο Δυτικής Αττικής, 2024-10-07)
      Early and accurate diagnosis of hip conditions, such as fractures and degenerative diseases, is crucial for ensuring that patients receive appropriate treatment on time. Delayed or incorrect diagnoses can lead to prolonged ...
    • Artificial intelligence in pharmaceutical domain (with emphasis on the data quality) 

      Οικονομίδης, Γεώργιος (Πανεπιστήμιο Δυτικής Αττικής, 2022-09-19)
      Over the past decades, computer science has been widely developed. From speech recognition to reconstructing brain circuits to even natural language understanding, one can easily claim that Machine Learning and Deep Learning ...
    • Artificial intelligence in pharmaceutical domain (with emphasis on the data quality). ALCOA prediction from pharmaceutical industry line 

      Καρύδας, Δημήτριος (Πανεπιστήμιο Δυτικής Αττικής, 2022-07)
      We can all imagine the amount of data generated during the procedure of the production of a medicine in a pharmaceutical industry. Data are taken from the import of the raw material to the factory, its analysis until it ...
    • Artificial intelligence methods for predictive maintenance 

      Κόικας, Δημήτριος (Πανεπιστήμιο Δυτικής Αττικής, 2024-04-26)
      The rapid evolution of Artificial Intelligence over the past few years has revolutionised applications in several fields. Such field is the Predictive Maintenance (PdM) concept. In contrast to reactive or scheduled ...
    • Augmentation of large language model capabilities with knowledge graphs 

      Τσακαλάκης, Βίκτωρ (Πανεπιστήμιο Δυτικής Αττικής, 2024-03-06)
      This postgraduate thesis explores the possibility for augmentation of the abilities of Large Language Models (LLMs) in the task of Question Answering by incorporating the technique of Retrieval-Augmented Generation (RAG) ...
    • Autoencoder algorithms for time series anomaly detection 

      Κωνσταντοπούλου, Ευαγγελία (Πανεπιστήμιο Δυτικής Αττικής, 2024-09-02)
      Time series data capture the behavior of variables over time and as such they are of core importance in a broad variety of scientific disciplines and applications including finance, industry, healthcare and networks, among ...
    • Automatic monitoring of insect fauna at global scales using wireless networks and opto-acoustic sensors 

      Ρηγάκης, Ηρακλής (Πανεπιστήμιο Δυτικής Αττικής, 2023-01-25)
      This thesis introduces novel technological tools related to insects from various angles: hardware platforms that detect and register insect’s presence, data processing techniques and machine learning classification algorithms ...
    • Blockchain and NFTs 

      Σταματάκης, Δημήτριος (Πανεπιστήμιο Δυτικής Αττικής, 2023-09-29)
      The document begins with an extensive review of blockchain technology, delving into its core principles, applications, and evolution. The literature review also explores the integration of blockchain in the gaming industry, ...
    • Chess position evaluation using neural networks 

      Κάγκας, Δημήτριος (Πανεπιστήμιο Δυτικής Αττικής, 2021-07-22)
      The game of chess is the most widely examined game in the field of artificial intelligence and machine learning. There are many approaches where implementations attempt to substitute parts, or the whole functionality of a ...
    • Deep learning and variable autonomy for mobile robot navigation 

      Παππάς, Παντελεήμων (Πανεπιστήμιο Δυτικής Αττικής, 2024-03)
      This paper addresses the problem of safe and efficient navigation of mobile robots in extreme environments such as Search and Rescue (SAR) and Urban Search and Rescue (USAR) missions or other forms of remote robotic tasks. ...
    • Design and development of a prototype operating parameters monitoring system for high voltage switches using IoT technologies 

      Φυλλαδιτάκης, Εμμανουήλ (Πανεπιστήμιο Δυτικής Αττικής, 2022-07-12)
      Currently, almost all of the high voltage circuit breakers and gas insulated systems (GIS) are filled with SF6 under pressure. The unintended leakage of SF6 has dramatic impacts on both the environment and on the equipment ...
    • Design and implementation of a haptic glove for use in virtual reality simulators 

      Κωτσάκη, Διονύσια (Πανεπιστήμιο Δυτικής Αττικής, 2024-10)
      Haptic gloves for Virtual Reality (VR) are a new technology that simulates tactile sensations to give users immersive and engaging experiences in virtual environments. These gloves are designed to be worn on the hands and ...
    • Design and implementation of a remote collaboration application with the use of smart glasses 

      Φιλιόπουλος, Δημήτριος (Πανεπιστήμιο Δυτικής Αττικής, 2024-10-10)
      This thesis examines the technology of Augmented Reality (AR) and, more specifically, its role in enhancing remote collaboration through the design and implementation of an application using smart glasses. Initially, an ...
    • Design and implementation of knowledge assessment framework in computer networks for university students 

      Κυπαρίσσης, Χάρης (Πανεπιστήμιο Δυτικής Αττικής, 2024-03-11)
      The field of computer networks is in constant development, involving the interconnection of computer systems through various technologies. The education of new engineers in this domain holds significant importance. This ...