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» Communication issues within high performance computing grids
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JMLR
2012
11 years 10 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
14 years 1 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
14 years 2 months 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
14 years 1 months 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
14 years 8 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&...