Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Deep Reinforcement Learning for QoS-Constrained Resource Allocation in
  Multiservice Networks   In this article, we study a Radio Resource Allocation (RRA) that was
formulated as a non-convex optimization problem whose main aim is to maximize
the spectral efficiency subject to satisfaction guarantees in multiservice
wireless systems. This problem has already been previously investigated in the
literature and efficient heuristics have been proposed. However, in order to
assess the performance of Machine Learning (ML) algorithms when solving
optimization problems in the context of RRA, we revisit that problem and
propose a solution based on a Reinforcement Learning (RL) framework.
Specifically, a distributed optimization method based on multi-agent deep RL is
developed, where each agent makes its decisions to find a policy by interacting
with the local environment, until reaching convergence. Thus, this article
focuses on an application of RL and our main proposal consists in a new deep RL
based approach to jointly deal with RRA, satisfaction guarantees and Quality of
Service (QoS) constraints in multiservice celular networks. Lastly, through
computational simulations we compare the state-of-art solutions of the
literature with our proposal and we show a near optimal performance of the
latter in terms of throughput and outage rate.

0
The categories of this paper are: hep-ph
12
The categories of this paper are: nucl-th
33
The categories of this paper are: plasm-ph
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
13
The categories of this paper are: quant-ph
23
The categories of this paper are: solv-int
20
The categories of this paper are: acc-phys
3
The categories of this paper are: physics
2
The categories of this paper are: math
18
The categories of this paper are: econ
35
The categories of this paper are: mtrl-th
6
The categories of this paper are: astro-ph
4
The categories of this paper are: cond-mat
30
The categories of this paper are: q-alg
11
The categories of this paper are: hep-lat