Search Results for author: Albert Mestres

Found 3 papers, 3 papers with code

Unveiling the potential of Graph Neural Networks for network modeling and optimization in SDN

3 code implementations23 Jan 2019 Krzysztof Rusek, José Suárez-Varela, Albert Mestres, Pere Barlet-Ros, Albert Cabellos-Aparicio

In the paper we show that our model provides accurate estimates of delay and jitter (worst case $R^2=0. 86$) when testing against topologies, routing and traffic not seen during training.

Networking and Internet Architecture

Understanding the Modeling of Computer Network Delays using Neural Networks

1 code implementation23 Jul 2018 Albert Mestres, Eduard Alarcón, Yusheng Ji, Albert Cabellos-Aparicio

In this context, ML can be used as a computer network modeling technique to build models that estimate the network performance.

Knowledge-Defined Networking

1 code implementation20 Jun 2016 Albert Mestres, Alberto Rodriguez-Natal, Josep Carner, Pere Barlet-Ros, Eduard Alarcón, Marc Solé, Victor Muntés, David Meyer, Sharon Barkai, Mike J Hibbett, Giovani Estrada, Khaldun Ma`ruf, Florin Coras, Vina Ermagan, Hugo Latapie, Chris Cassar, John Evans, Fabio Maino, Jean Walrand, Albert Cabellos

In this paper, we explore the reasons for the lack of adoption and posit that the rise of two recent paradigms: Software-Defined Networking (SDN) and Network Analytics (NA), will facilitate the adoption of AI techniques in the context of network operation and control.

Networking and Internet Architecture

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