Conference Proceedings

SLA-aware and deadline constrained profit optimization for cloud resource management in big data analytics-as-a-service platforms

Y Zhao, RN Calheiros, AV Vasilakos, J Bailey, RO Sinnott

2019 IEEE 12th International Conference on Cloud Computing (CLOUD) | IEEE | Published : 2019

Abstract

© 2019 IEEE. Discovering optimal data analytics solutions to extract value from data for better and faster decision making is essential for many application domains, especially in the big data era. Big data analytics typically requires a tremendous amount of computational resources to process large data volumes that can be very expensive and time consuming. Our research focuses on providing optimization solutions for Analytics-as-a-Service (AaaS) platforms that automatically and elastically provision cloud resources to execute queries guaranteeing Service Level Agreements (SLAs) across a range of Quality of Service (QoS) requirements. We propose admission control and resource scheduling algo..

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