Rested and Restless Bandits With Constrained Arms and Hidden States: Applications in Social Networks and 5G Networks

Rested and Restless Bandits With Constrained Arms and Hidden States: Applications in Social Networks and 5G Networks

The problem of rested and restless multi-armed bandits with constrained availability (RMAB-CA) of arms is considered. The states of arms evolve in Markovian manner and the exact states are hidden from the decision maker. First, some structural results on value functions are claimed. Following these...

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Bibliographic Details
Main Authors: Varun Mehta, Rahul Meshram, Kesav Kaza, Shabbir N. Merchant, Uday B. Desai
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Restless multi-armed bandits
Gittins index
Whittle index
partially observable Markov process
5G networks
social networks
Online Access:https://ieeexplore.ieee.org/document/8485315/

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