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JMLR
2012
13 years 7 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
KDD
2008
ACM
172views Data Mining» more  KDD 2008»
16 years 5 months ago
Structured metric learning for high dimensional problems
The success of popular algorithms such as k-means clustering or nearest neighbor searches depend on the assumption that the underlying distance functions reflect domain-specific n...
Jason V. Davis, Inderjit S. Dhillon
CODES
2008
IEEE
15 years 6 months ago
Application specific non-volatile primary memory for embedded systems
Memory subsystems have been considered as one of the most critical components in embedded systems and furthermore, displaying increasing complexity as application requirements div...
Kwangyoon Lee, Alex Orailoglu
IEEEPACT
2009
IEEE
15 years 11 months ago
SOS: A Software-Oriented Distributed Shared Cache Management Approach for Chip Multiprocessors
Abstract—This paper proposes a new software-oriented approach for managing the distributed shared L2 caches of a chip multiprocessor (CMP) for latency-oriented multithreaded appl...
Lei Jin, Sangyeun Cho
NDSS
2000
IEEE
15 years 9 months ago
Accountability and Control of Process Creation in Metasystems
The distinguishing feature of a metasystem is middleware that facilitates viewing a collection of large, distributed, heterogeneous resources as a single virtual machine, where ea...
Marty Humphrey, Frederick Knabe, Adam Ferrari, And...