Knowledge-Defined Networking

1 code implementation • 20 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

Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution

1 code implementation • 2 Jul 2015 • Pooyan Jamshidi, Amir Sharifloo, Claus Pahl, Andreas Metzger, Giovani Estrada

The benefit is that for designing cloud controllers, we do not have to rely solely on precise design-time knowledge, which may be difficult to acquire.

Q-Learning Self-Learning

Survey on Models and Techniques for Root-Cause Analysis

no code implementations • 30 Jan 2017 • Marc Solé, Victor Muntés-Mulero, Annie Ibrahim Rana, Giovani Estrada

Automation and computer intelligence to support complex human decisions becomes essential to manage large and distributed systems in the Cloud and IoT era.

A Comparison of Reinforcement Learning Techniques for Fuzzy Cloud Auto-Scaling

no code implementations • 19 May 2017 • Hamid Arabnejad, Claus Pahl, Pooyan Jamshidi, Giovani Estrada

A goal of cloud service management is to design self-adaptable auto-scaler to react to workload fluctuations and changing the resources assigned.

Management Q-Learning +2