Now showing items 1-13 of 13

  • Categorical embedding with Deep Learning.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Giannakos, Iakovos
    Thesis advisor: Tsiknakis, Emmanouil; Koumakis, Eleftherios; Marias, Konstantinos
    Publication Date: 2021-02-04
    The study conducted in the framework of the dissertation on "Categorical embedding with deep learning". To clarify, the purpose of the dissertation is to study and implement a word-embedding neural network for genomic data ...
  • Gene expression and gene regulatory network analysis with statistical methods and machine learning algorithms.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Droumalia, Foteini
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2023-04-10
    Determining the best approach and data type for Pathway Analysis is a significant difficulty for the field of diagnostic medicine. The findings of recent studies indicate their preference for Machine Learning algorithms ...
  • Implementation of a federated workflow execution engine for life sciences through virtualization services.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Koutoulakis, Emmanouil
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2020-09-22
    Workflows are widely used abstractions for the representation of large scientific applications that also ease their execution on distributed systems such as clusters, clouds, and grids. However, workflow systems are mainly ...
  • Implementation of a mobile app for psycho-emotional assessment (Android and iOS).

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Pavlidou, Elisavet
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2020-09-21
    Cancer is one of the most common chronic diseases, and the second leading cause of death in the developed countries. During treatment patients face several side effects, which are painful both physically and emotionally. ...
  • Integration of gene expressions with polymorphism data in systems biology: comparison with imaging techniques in gliomas.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Iosifidis, Petros-Konstantinos
    Thesis advisor: Tsiknakis, Emmanouil; Koumakis, Eleftherios
    Publication Date: 2022-11-01
    The present work outlines core aspects of machine learning in the fields of radiomics, genomics, transcriptomics and radiogenomics. More specifically, it’s attempting through the usage of multi-type data (including medical ...
  • Platform for economical digital recording and management of the clinical ethnographic interview (eCENI) via mobile device: implementation of body and social network map.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Iatrakis, Georgios
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2023-11-15
    Gender-based violence is nowadays a rapidly growing phenomenon. Even long after the experience of violence has passed, victims still face and experience physical injuries, psychological trauma, and social and cultural ...
  • A set of mechanisms to collect, display and analyze quality metrics of research objects as a method to augment reproducibility and openness in bioinformatics research.

    H.M.U., School of Engineering (ScENG) MSc in Informatics & Multimedia
    Authors: Pityanou, Konstantina
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-10-21
    Open and community-responsive tool repositories and Workflow Management Systems aid in the automation and repeatability of large-scale data analysis. However, such repositories do not include evaluation methods on those ...
  • Type 1 diabetes hypoglycemia prediction based on continuous glucose monitoring and heart rate.

    H.M.U., School of Engineering (ScENG) MSc in Informatics & Multimedia
    Authors: Tsichlaki, Styliani
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-01-14
    Hypoglycemia is a condition that arises when blood glucose levels decrease below 60 mg/dL. This incident can occur due to a variety of causes, such as taking additional doses of insulin, skipping meals, or over-exercising. ...
  • Pain detection through biosignal analysis.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Kalogeraki, Maria
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-05-12
    Pain is a complex and subjective experience. Accurate detection of pain is an important tool in assessing patients' health within the medical community. Current approaches for the detection and estimation of pain include ...
  • Web-based interactive visualization of multiple gene regulatory networks.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Karakachanov, Maksim
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-04-01
    Gene Regulatory Networks (GRN) model gene interactions during biological processes. In the cell, hundreds or thousands of genes are expressed and work together to ensure its function and survival. Gene relationships have ...
  • Multi-omic analysis of genomic data for the classification of glioblastoma samples.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Oikonomou, Nikolaos
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2023-05-10
    Clustering of individual omic datasets has proven invaluable for biological and medical research. Decreasing costs and the development of next-generation sequencing (NGS) methods now have the measurement of multi-omic data. ...
  • Design and implementation of a personal health record (PHR) system.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Mamouridou, Panagiota
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-04-08
    Health care providers, to provide better health services combined with lower costs, have introduced the concept of personal electronic health record (PHR). This effort was based on recognizing the importance of information ...
  • Design and implementation of a Personal Health Record (PHR) system: an mHealth app for tracking and visualizing sleep data.

    Η.Μ.U, School of Engineering (ScENG), Electrical and Computer Engineering Dept
    Authors: Pronoitis, Georgios
    Thesis advisor: Tsiknakis, Emmanouil
    Publication Date: 2022-10-11
    Sleep needs vary throughout our lives. For example, newborns sleep 16-20 hours a day, while for adults there is a recommendation of 7-8 hours a day. As age progresses, in addition to changes in sleep duration, changes in ...