Popularity-aware online task offloading for heterogeneous vehicular edge computing using contextual clustering of bandits
Vehicular edge computing (VEC) has become a promising enabler for ultrareliable and low-
latency communications (URLLC) vehicular networks by providing computational resources …
latency communications (URLLC) vehicular networks by providing computational resources …
Resource allocation in NOMA-based self-organizing networks using stochastic multi-armed bandits
To achieve better connectivity in future communication networks, the deployment of different
types of access points (APs) is underway. APs are expected to be equipped with self …
types of access points (APs) is underway. APs are expected to be equipped with self …
Collaborative spatial reuse in wireless networks via selfish multi-armed bandits
Next-generation wireless deployments are characterized by being dense and
uncoordinated, which often leads to inefficient use of resources and poor performance. To …
uncoordinated, which often leads to inefficient use of resources and poor performance. To …
Learning-based beamforming for multi-user vehicular communications: a combinatorial multi-armed bandit approach
There is an urgent need to support high data rate among connected vehicles for both safety
and infotainment purposes. However, high rate for vehicular communications is impacted by …
and infotainment purposes. However, high rate for vehicular communications is impacted by …
Online learning-based downlink transmission coordination in ultra-dense millimeter wave heterogeneous networks
In heterogeneous ultra-dense networks with millimeter wave macro cells and small cells,
base stations (BSs) and mobile user equipments (UEs) perform beamforming operations to …
base stations (BSs) and mobile user equipments (UEs) perform beamforming operations to …
Joint resource allocation in underwater acoustic communication networks: A game-based hierarchical adversarial multiplayer multiarmed bandit algorithm
In this study, an adversarial multiplayer multiarmed bandit (MAB) game is employed to
model the problem of joint channel and power allocation in multiuser underwater acoustic …
model the problem of joint channel and power allocation in multiuser underwater acoustic …
LSTM-Aided Selective Beam Tracking in Multi-Cell Scenario for mmWave Wireless Systems
Millimeter wave systems rely on narrow beams (beamforming) and dense cell deployments
for reliable communication. Tracking these beams from multiple cells can increase power …
for reliable communication. Tracking these beams from multiple cells can increase power …
Cognitive management of self—organized radio networks based on multi armed bandit
Many tasks in current mobile networks are automated through Self-Organizing Networks
(SON) functions. The actual implementation consists in a network with several SON …
(SON) functions. The actual implementation consists in a network with several SON …
Maximal-Capacity Discrete Memoryless Channel Identification
We consider the problem of finding the channel with the highest capacity among several
discrete memoryless channels (DMCs) with the same input-output alphabet sizes by means …
discrete memoryless channels (DMCs) with the same input-output alphabet sizes by means …
Linear ucb for online SON management
Policy Based SON Management (PBSM) is the process of orchestrating the deployed Self-
Organized Network (SON) functions, so that the network responds as a whole to the operator …
Organized Network (SON) functions, so that the network responds as a whole to the operator …