Instructions for Completing and Uploading

• Complete the research topic proposal form according to the provided template;
• Ensure that the form includes: the thesis title, research aim, and objectives;
• Obtain the scientific supervisor’s signature;
• Upload the completed and signed form in PDF format;
• Name the file as follows: Group_Name_Surname_proposal.pdf;
• Without the supervisor’s signature, the proposal will not be validated.

Sample Research Proposal

Thesis Title: Comparative Analysis of Machine Learning Methods for Anomaly Detection in Network Systems

Research Aim: To investigate, compare, and validate the efficiency of modern machine learning methods applied to anomaly detection in network traffic, with the goal of developing an optimized model.

Objectives:

• To review the literature on existing methods for anomaly detection;
• To select and implement multiple machine learning models (e.g., SVM, Random Forest, Neural Networks);
• To experiment and test the models on real or simulated datasets;
• To compare the performance of the models using standard metrics (precision, recall, F1-score);
• To propose recommendations for selecting the optimal method in various contexts.