SystemML: Declarative machine learning on MapReduce

A Ghoting, R Krishnamurthy, E Pednault… - 2011 IEEE 27th …, 2011 - ieeexplore.ieee.org
MapReduce is emerging as a generic parallel programming paradigm for large clusters of
machines. This trend combined with the growing need to run machine learning (ML) …

Combinatorial auction-based allocation of virtual machine instances in clouds

S Zaman, D Grosu - Journal of Parallel and Distributed Computing, 2013 - Elsevier
Most of the current cloud computing providers allocate virtual machine instances to their
users through fixed-price allocation mechanisms. We argue that combinatorial auction …

Cloud computing in e-Science: research challenges and opportunities

X Yang, D Wallom, S Waddington, J Wang… - The Journal of …, 2014 - Springer
Abstract Service-oriented architecture (SOA), workflow, the Semantic Web, and Grid
computing are key enabling information technologies in the development of increasingly …

A combinatorial auction-based mechanism for dynamic VM provisioning and allocation in clouds

S Zaman, D Grosu - IEEE Transactions on Cloud Computing, 2013 - ieeexplore.ieee.org
Cloud computing providers provision their resources into different types of virtual machine
(VM) instances that are then allocated to the users for specific periods of time. The allocation …

Budget-deadline constrained workflow planning for admission control

W Zheng, R Sakellariou - Journal of grid computing, 2013 - Springer
In this paper, we assume an environment with multiple, heterogeneous resources, which
provide services of different capabilities and of a different cost. Users want to make use of …

Resource pricing and equilibrium allocation policy in cloud computing

F Teng, F Magoules - 2010 10th IEEE International Conference …, 2010 - ieeexplore.ieee.org
Cloud computing is a new emerging computing paradigm that advocates supplying users
everything as a service. Compared with grid computing, the focus of resource management …

Cost–benefit analysis of an SLA mapping approach for defining standardized Cloud computing goods

M Maurer, VC Emeakaroha, I Brandic… - Future Generation …, 2012 - Elsevier
Due to the large variety in computing resources and, consequently, the large number of
different types of service level agreements (SLAs), computing resource markets face the …

Combinatorial auction-based dynamic vm provisioning and allocation in clouds

S Zaman, D Grosu - 2011 IEEE Third International Conference …, 2011 - ieeexplore.ieee.org
Efficient Virtual Machine (VM) provisioning and allocation allows the cloud providers to
effectively utilize their available resources and obtain higher profits. Existing combinatorial …

[HTML][HTML] Efficient nash equilibrium resource allocation based on game theory mechanism in cloud computing by using auction

A Nezarat, GH Dastghaibifard - PloS one, 2015 - journals.plos.org
One of the most complex issues in the cloud computing environment is the problem of
resource allocation so that, on one hand, the cloud provider expects the most profitability …

An online mechanism for dynamic VM provisioning and allocation in clouds

S Zaman, D Grosu - 2012 IEEE Fifth International Conference …, 2012 - ieeexplore.ieee.org
Current cloud computing providers allocate their virtual machine (VM) instances via fixed
price-based or auction-like mechanisms. However, these mechanisms have one limitation …