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A benchmark for graph neural networks for computer network modeling

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Carol Bosch, Sergi
Tutor / directorCabellos Aparicio, AlbertoMés informacióMés informacióMés informació; Arias Vicente, MartaMés informacióMés informacióMés informació
Document typeMaster thesis
Date2019-06-27
Rights accessOpen Access
All rights reserved. This work is protected by the corresponding intellectual and industrial property rights. Without prejudice to any existing legal exemptions, reproduction, distribution, public communication or transformation of this work are prohibited without permission of the copyright holder
Abstract
Today, network operators still lack functional network models able to make accurate predictions of end-to-end Key Performance Indicators (e.g., delay).This thesis introduces the benchmark for computer network modeling using the RouteNet Graph Neural Network as well as a routing creation algorithm.
SubjectsGraph theory, Machine learning, Neural networks (Computer science), Grafs, Teoria de, Aprenentatge automàtic, Xarxes neuronals (Informàtica)
DegreeMÀSTER UNIVERSITARI EN INNOVACIÓ I RECERCA EN INFORMÀTICA (Pla 2012)
URIhttp://hdl.handle.net/2117/168587
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  • Màsters oficials - Master in Innovation and Research in Informatics - MIRI [405]
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