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Network Tomography empowered with Machine Learning

estero Tesi all'estero


Riferimenti GUIDO MARCHETTO, ALESSIO SACCO

Riferimenti esterni Prof. Simone Silvestri - University of Kentucky, USA

Gruppi di ricerca DAUIN - GR-03 - COMPUTER NETWORKS GROUP - NETGROUP

Descrizione Network monitoring is a fundamental component of many network management tasks, such as service placement, load balancing, etc. The goal of monitoring the network is to infer the current state of network elements. Network tomography has been proposed as an innovative way for inferring the current network state causing minimal monitoring overhead. In this thesis, we will extend the network tomography approach with machine learning techniques to go beyond its current fundamental limitations. Moreover, we will apply the proposed monitoring techniques to specific network management tasks and demonstrate their benefits in modern networks, such as Software-Defined Networks.


Scadenza validita proposta 04/05/2024      PROPONI LA TUA CANDIDATURA




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