Cloud web application tool for collecting, storing and processing data for machine learning operations
Cloud web application tool για τη συλλογή, αποθήκευση και επεξεργασία δεδομένων για λειτουργίες μηχανικής εκμάθησης
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Keywords
COVID-19 ; Correlation ; Citizen data ; NARX NetworkAbstract
The purpose of the thesis is to create a Web Application tool which collects data, stores them in database, performs processing and machine learning algorithms, and finally displays the results in charts. The core functionalities of processing and machine learning algorithms are to perform correlation analysis between Covid-19 new cases and Weather, Citizen and Vaccination data. Then, create a NARX (NAR-DY variant) Univariate neural network model for the time series Covid-19 new cases and compare its performance against a NARX (NARX-DY variant) Multivariate neural network model to identify if exogenous correlated inputs are affecting the model predictions (estimations).
Postgraduate Studies Programme
ΠληροφορικήDepartment
Σχολή Τεχνολογιών Πληροφορικής και Επικοινωνιών. Τμήμα ΠληροφορικήςNumber of pages
25Language
EnglishCollections
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Αναφορά Δημιουργού-Μη Εμπορική Χρήση-Όχι Παράγωγα Έργα 3.0 Ελλάδα
Αναφορά Δημιουργού-Μη Εμπορική Χρήση-Όχι Παράγωγα Έργα 3.0 Ελλάδα