Firstly, we model the densely deployed network using a mean field game (MFG) framework while taking into consideration the effect of the collective behavior of devices. Then, in order to reduce the complexity of the proposed technique, we apply the multi-armed bandit (MAB) framework to jointly...
Deployment Fork this repo Make a private fork of this repo. This way your model configuration is stored in revision control. Install the Serverless Framework $npm install -g serverless $npm install Configure Models and Training Parameters
In one embodiment, a device uses a multi-armed bandit model to select different network paths over time via which traffic associated with an online application is routed. The device
We introduced the idea of AB testing for business process versions in AB-BPM [14], where we modeled this routing challenge as a contextual multi-armed bandit problem [2, 4, 12]. We proposed LtAvgR, which is based on LinUCB [5, 12]– a well-known contextual multi-armed bandit algorith...
The deployment location of the ES is generally fixed, the position of the ES j is denoted as pj=(xj,yj). System model Travel route model To indicate whether the vehicle i selects road segment el∈ri, an indicator function is proposed as follows: βi,el={1,ei=el0,ei≠el, (1) ...
Based on Lyapunov optimisation and multi-armed bandit theories, the proposed scheme operates online without requiring future system state information. The theoretical analysis includes costs for radio handover and computation migration, and shows that the approach achieves bounded deviations in delay and ...
To choose a group of beams based on past experiences, multi-armed bandit (MAB), a simple DRL algorithm, is utilized [67]. There is very little that MAB can do to modify the beam selection in response to changes in the environment because it does not utilize the way things are right ...
MAB Multi-Armed Bandit MCS Monte-Carlo Simulations MILP Mixed Integer Linear Programming MOEA Multi-Objective Evolutionary Algorithms MPSoC Multi-Processor System-on-Chip MTBF Mean Time between Failures MTTC Mean Time To Crash MTTF Mean Time To Failure NBTI Negative Bias Temperature Instability NoC Netw...