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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
GRID
2008
Springer
13 years 7 months ago
Cost and accuracy sensitive dynamic workflow composition over grid environments
A myriad of recent activities can be seen towards dynamic workflow composition for processing complex and data intensive problems. Meanwhile, the simultaneous emergence of the gri...
David Chiu, Sagar Deshpande, Gagan Agrawal, Rongxi...
JVM
2004
133views Education» more  JVM 2004»
13 years 9 months ago
Towards Virtual Networks for Virtual Machine Grid Computing
Virtual machines can greatly simplify wide-area discomputing by lowering the level of abstraction to the benefit of both resource providers and users. Networking, however, can be ...
Ananth I. Sundararaj, Peter A. Dinda
GRID
2006
Springer
13 years 7 months ago
Grid Deployment of Legacy Bioinformatics Applications with Transparent Data Access
Although grid computing offers great potential for executing large-scale bioinformatics applications, practical deployment is constrained by legacy interfaces. Most widely deployed...
Christophe Blanchet, Rémi Mollon, Douglas T...
HPDC
2002
IEEE
14 years 18 days ago
Flexibility, Manageability, and Performance in a Grid Storage Appliance
We present NeST, a flexible software-only storage appliance designed to meet the storage needs of the Grid. NeST has three key features that make it well-suited for deployment in...
John Bent, Venkateshwaran Venkataramani, Nick LeRo...