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Adaptive Prediction Models for Data Center Resources Utilization Estimation
(
Institute of Electrical and Electronics Engineers Inc.
, 2019 , Article)
Accurate estimation of data center resource utilization is a challenging task due to multi-tenant co-hosted applications having dynamic and time-varying workloads. Accurate estimation of future resources utilization helps ...
Real-time data center's telemetry reduction and reconstruction using markov chain models
(
Institute of Electrical and Electronics Engineers Inc.
, 2019 , Article)
Large-scale data centers are composed of thousands of servers organized in interconnected racks to offer services to users. These data centers continuously generate large amounts of telemetry data streams (e.g., hardware ...
Dynamic workload patterns prediction for proactive auto-scaling of web applications
(
Academic Press
, 2018 , Article)
Proactive auto-scaling methods dynamically manage the resources for an application according to the current and future load predictions to preserve the desired performance at a reduced cost. However, auto-scaling web ...
Unsupervised learning approach for web application auto-decomposition into microservices
(
Elsevier Inc.
, 2019 , Article)
Nowadays, large monolithic web applications are manually decomposed into microservices for many reasons including adopting a modern architecture to ease maintenance and increase reusability. However, the existing approaches ...