A review of auto-scaling techniques for elastic applications in cloud environments
Cloud computing environments allow customers to dynamically scale their applications. The
key problem is how to lease the right amount of resources, on a pay-as-you-go basis …
key problem is how to lease the right amount of resources, on a pay-as-you-go basis …
Auto-scaling web applications in clouds: A taxonomy and survey
C Qu, RN Calheiros, R Buyya - ACM Computing Surveys (CSUR), 2018 - dl.acm.org
Web application providers have been migrating their applications to cloud data centers,
attracted by the emerging cloud computing paradigm. One of the appealing features of the …
attracted by the emerging cloud computing paradigm. One of the appealing features of the …
{MArk}: Exploiting cloud services for {Cost-Effective},{SLO-Aware} machine learning inference serving
The advances of Machine Learning (ML) have sparked a growing demand of ML-as-a-
Service: developers train ML models and publish them in the cloud as online services to …
Service: developers train ML models and publish them in the cloud as online services to …
Cloud computing: state-of-the-art and research challenges
Cloud computing has recently emerged as a new paradigm for hosting and delivering
services over the Internet. Cloud computing is attractive to business owners as it eliminates …
services over the Internet. Cloud computing is attractive to business owners as it eliminates …
Machine learning techniques in emerging cloud computing integrated paradigms: A survey and taxonomy
Cloud computing offers Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and
Software as a Service (SaaS) to provide compute, network, and storage capabilities to the …
Software as a Service (SaaS) to provide compute, network, and storage capabilities to the …
Autoscale: Dynamic, robust capacity management for multi-tier data centers
A Gandhi, M Harchol-Balter, R Raghunathan… - ACM Transactions on …, 2012 - dl.acm.org
Energy costs for data centers continue to rise, already exceeding $15 billion yearly. Sadly
much of this power is wasted. Servers are only busy 10--30% of the time on average, but …
much of this power is wasted. Servers are only busy 10--30% of the time on average, but …
Research on auto-scaling of web applications in cloud: survey, trends and future directions
Cloud computing emerging environment attracts many applications providers to deploy web
applications on cloud data centers. The primary area of attraction is elasticity, which allows …
applications on cloud data centers. The primary area of attraction is elasticity, which allows …
Adaptive resource provisioning for read intensive multi-tier applications in the cloud
A Service-Level Agreement (SLA) provides surety for specific quality attributes to the
consumers of services. However, current SLAs offered by cloud infrastructure providers do …
consumers of services. However, current SLAs offered by cloud infrastructure providers do …
No one (cluster) size fits all: automatic cluster sizing for data-intensive analytics
H Herodotou, F Dong, S Babu - … of the 2nd ACM Symposium on Cloud …, 2011 - dl.acm.org
Infrastructure-as-a-Service (IaaS) cloud platforms have brought two unprecedented changes
to cluster provisioning practices. First, any (nonexpert) user can provision a cluster of any …
to cluster provisioning practices. First, any (nonexpert) user can provision a cluster of any …
Prepare: Predictive performance anomaly prevention for virtualized cloud systems
Virtualized cloud systems are prone to performance anomalies due to various reasons such
as resource contentions, software bugs, and hardware failures. In this paper, we present a …
as resource contentions, software bugs, and hardware failures. In this paper, we present a …