353 citations · 438 across the 3 of their papers we have counts for
4 papers
A Comparison of Reinforcement Learning Techniques for Fuzzy Cloud Auto-Scaling
Hamid Arabnejad, Claus Pahl, Pooyan Jamshidi +1
A goal of cloud service management is to design self-adaptable auto-scaler to react to workload fluctuations and changing the resources assigned. The key problem is how and when to…
Survey on Models and Techniques for Root-Cause Analysis
Marc Solé, Victor Muntés-Mulero, Annie Ibrahim Rana +1
Automation and computer intelligence to support complex human decisions becomes essential to manage large and distributed systems in the Cloud and IoT era. Understanding the root c…
Knowledge-Defined Networking
Albert Mestres, Alberto Rodriguez-Natal, Josep Carner +17
The research community has considered in the past the application of Artificial Intelligence (AI) techniques to control and operate networks. A notable example is the Knowledge Pla…
Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution
Pooyan Jamshidi, Amir Sharifloo, Claus Pahl +2
Cloud controllers aim at responding to application demands by automatically scaling the compute resources at runtime to meet performance guarantees and minimize resource costs. Exi…