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» Communication issues within high performance computing grids
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JMLR
2012
13 years 8 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio
ESCIENCE
2005
IEEE
15 years 11 months ago
Iteration Aware Prefetching for Remote Data Access
1 Although processing speed, storage capacity and network bandwidth are steadily increasing, network latency remains a bottleneck for scientists accessing large remote data sets. T...
Philip J. Rhodes, Sridhar Ramakrishnan
IPPS
2009
IEEE
16 years 17 days ago
A resource allocation approach for supporting time-critical applications in grid environments
— There are many grid-based applications where a timely response to an important event is needed. Often such response can require a significant computation and possibly communic...
Qian Zhu, Gagan Agrawal
SASO
2007
IEEE
16 years 6 days ago
Adaptive Self-optimization in Distributed Dynamic Environments
Grid and ubiquitous computing systems generally consist of a large number of networked nodes with applications implemented as distributed services or processes, respectively. A cr...
Wolfgang Trumler, Andreas Pietzowski, Benjamin Sat...
WWW
2006
ACM
16 years 6 months ago
WS-replication: a framework for highly available web services
Due to the rapid acceptance of web services and its fast spreading, a number of mission-critical systems will be deployed as web services in next years. The availability of those ...
Jorge Salas, Francisco Perez-Sorrosal, Marta Pati&...