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Optimizing Admission Control while Ensuring Quality of Service in Multimedia Networks via Reinforcement Learning

 Timothy X. Brown, Hui Tong and Satinder Singh
  
 

Abstract:
This paper examines the application of reinforcement learning to a telecommunications networking problem. The problem requires that revenue be maximized while simultaneously meeting a quality of service constraint that forbids entry into certain states. We present a general solution to this multi-criteria problem that is able to earn significantly higher revenues than alternatives.

 
 


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