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The Rendezvous Between Extreme Value Theory and Next-generation Networks

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arxiv 2412.19438 v2 pith:CV3KVFMD submitted 2024-12-27 cs.IT math.IT

The Rendezvous Between Extreme Value Theory and Next-generation Networks

classification cs.IT math.IT
keywords communicationsystemsextremenetworksinterestnext-generationrequirementstheory
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Promising technologies such as massive multiple-input and multiple-output, reconfigurable intelligent reflecting surfaces, non-terrestrial networks, millimetre wave communication, ultra-reliable lowlatency communication are envisioned as the enablers for next-generation (NG) networks. In contrast to conventional communication systems meeting specific average performance requirements, NG systems are expected to meet quality-of-service requirements in extreme scenarios as well. In this regard, extreme value theory (EVT) provides a powerful framework for the design of communication systems. In this paper, we provide a comprehensive survey of advances in communication that utilize EVT to characterize the extreme order statistics of interest. We first give an overview of the history of EVT and then elaborate on the fundamental theorems. Subsequently, we discuss different problems of interest in NG communication systems and how EVT can be utilized for their analysis. We finally point out the open challenges and future directions of EVT in NG communication systems.

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