14 citations · 15 across the 7 of their papers we have counts for
4 papers · 1 filter
An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments
Alexander Downey, Evren Tuna, Alkan Soysal
We have developed a new framework using time-series analysis for dynamically assigning mobile network traffic prediction models in previously unseen wireless environments. Our fram…
Adversarial Attacks and Defenses for Wireless Signal Classifiers using CDI-aware GANs
Sujata Sinha, Alkan Soysal
We introduce a Channel Distribution Information (CDI)-aware Generative Adversarial Network (GAN), designed to address the unique challenges of adversarial attacks in wireless commu…
Multivariate, Multi-step, and Spatiotemporal Traffic Prediction for NextG Network Slicing under SLA Constraints
Evren Tuna, Alkan Soysal
This study presents a spatiotemporal traffic prediction approach for NextG mobile networks, ensuring the service-level agreements (SLAs) of each network slice. Our approach is mult…
Multivariate and Multi-step Traffic Prediction for NextG Networks with SLA Violation Constraints
Evren Tuna, Alkan Soysal
This paper focuses on predicting downlink (DL) traffic volume in mobile networks while minimizing overprovisioning and meeting a given service-level agreement (SLA) violation rate.…