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» Balance Machines: Computing = Balancing
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IPPS
2008
IEEE
15 years 4 months ago
Parallel IP lookup using multiple SRAM-based pipelines
Pipelined SRAM-based algorithmic solutions have become competitive alternatives to TCAMs (ternary content addressable memories) for high throughput IP lookup. Multiple pipelines c...
Weirong Jiang, Viktor K. Prasanna
ISPASS
2009
IEEE
15 years 4 months ago
Machine learning based online performance prediction for runtime parallelization and task scheduling
—With the emerging many-core paradigm, parallel programming must extend beyond its traditional realm of scientific applications. Converting existing sequential applications as w...
Jiangtian Li, Xiaosong Ma, Karan Singh, Martin Sch...
ICML
2009
IEEE
15 years 11 months ago
Identifying suspicious URLs: an application of large-scale online learning
This paper explores online learning approaches for detecting malicious Web sites (those involved in criminal scams) using lexical and host-based features of the associated URLs. W...
Justin Ma, Lawrence K. Saul, Stefan Savage, Geoffr...
ICML
2008
IEEE
15 years 11 months ago
Reinforcement learning with limited reinforcement: using Bayes risk for active learning in POMDPs
Partially Observable Markov Decision Processes (POMDPs) have succeeded in planning domains that require balancing actions that increase an agent's knowledge and actions that ...
Finale Doshi, Joelle Pineau, Nicholas Roy
ICML
2006
IEEE
15 years 11 months ago
Qualitative reinforcement learning
When the transition probabilities and rewards of a Markov Decision Process are specified exactly, the problem can be solved without any interaction with the environment. When no s...
Arkady Epshteyn, Gerald DeJong