Junia Maisa De Oliveira Pereira

PhD Student

Department of Electrical, Electronic, and Information Engineering "Guglielmo Marconi"

Research fellow

"Ercole De Castro" Research Centre on Electronic Systems for Information and Communication Technologies

Academic discipline: ING-INF/05 Information Processing Systems

Publications

Publications2025

A Protocol-Based Framework for AIaaS Lifecycle Management in 6G via NWDAF. 21st International Conference on Network and Service Management (CNSM), 2025.
Improving Model-AI Performance with Correlation-based to Distance Matrices. 5th International Conference on Applied Automation and Industrial Diagnostics (ICAAID), 2025.
Deep Neural Networks Study for Advanced Code-Reuse Attacks Detection. IEEE 9th Forum on Research and Technologies for Society and Industry Innovation (RTSI), 2025.
A Comparative Analysis of Feature Selection and Machine Learning Algorithms for Enhanced Anomaly Detection in 5G Core Networks. Global Information Infrastructure and Networking Symposium (GIIS), 2025.
Fault Tolerance Using Reinforcement Learning for Decision-Making in Distributed Scenarios. 43rd Brazilian Symposium on Computer Networks and Distributed Systems (SBRC), 2025.

2024

Anomaly Detection Employing a 5G Core Data Analytics Framework. IEEE 13th International Conference on Cloud Networking (CloudNet), 2024.
An NWDAF Framework for 5G-and-Beyond Network Data Analytics Algorithms. 4th Workshop on 6G Networks (W6G), 2024.

2023

Improved Video QoE in Wireless Networks Using Deep Reinforcement Learning. 19th International Conference on Network and Service Management (CNSM), 2023.
Comparative Analysis of Unsupervised Machine Learning Algorithms for Anomaly Detection in Network Data. IEEE Latin-American Conference on Communications (LATINCOM), 2023.
Data Consumption and User Experience in Video Lecture Sessions via Mobile Telephony Networks. IEEE Latin-American Conference on Communications (LATINCOM), 2023.
PIPA: An Integrated Solution for Resource Access-Control Policies and Identity Management. 41st Brazilian Symposium on Computer Networks and Distributed Systems (SBRC), Extended Proceedings, 2023.

2022

Machine Learning Algorithms Applied to Telemetry Data from the Brazilian SCD-2 Satellite. Latin America Networking Conference (LANC), 2022.
A Zero-Trust Approach Applied to Big Data Computing Environments: A Case Study. 27th Workshop on Network and Service Management (WGRS), 2022.
An Information Systems Solution for Donation Management During the Social-Isolation Period Caused by the COVID-19 Pandemic. 18th Brazilian Symposium on Information Systems (SBSI), Extended Proceedings, 2022.

Master’s Dissertation

A Framework for the 5G Network Data Analytics Function with Emphasis on Anomaly Detection. Master’s dissertation, Federal University of Minas Gerais, 2024.