Confidence Aware Deep Learning Driven Wireless Resource Allocation in Shared Spectrum Bands

Confidence Aware Deep Learning Driven Wireless Resource Allocation in Shared Spectrum Bands

Deep learning (DL) driven proactive resource allocation (RA) is a promising approach for the efficient management of network resources. However, DL models typically have a limitation that they do not capture the uncertainty due to the arrival of new unseen samples with a distribution different than...

Full description

Bibliographic Details
Main Authors: Chanaka Ganewattha, Zaheer Khan, Matti Latva-Aho, Janne J. Lehtomaki
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
6G
Bayesian neural networks
channel utilization
distribution change detection
dynamic wireless networks
game theory
Online Access:https://ieeexplore.ieee.org/document/9743920/

Internet

https://ieeexplore.ieee.org/document/9743920/

Similar Items