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» Function Optimization with Coevolutionary Algorithms
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111
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PKDD
2010
Springer
169views Data Mining» more  PKDD 2010»
15 years 13 days ago
Efficient and Numerically Stable Sparse Learning
We consider the problem of numerical stability and model density growth when training a sparse linear model from massive data. We focus on scalable algorithms that optimize certain...
Sihong Xie, Wei Fan, Olivier Verscheure, Jiangtao ...
166
Voted
PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
15 years 13 days ago
Gaussian Processes for Sample Efficient Reinforcement Learning with RMAX-Like Exploration
Abstract. We present an implementation of model-based online reinforcement learning (RL) for continuous domains with deterministic transitions that is specifically designed to achi...
Tobias Jung, Peter Stone
138
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FPGA
2009
ACM
168views FPGA» more  FPGA 2009»
15 years 10 days ago
Large-scale wire-speed packet classification on FPGAs
Multi-field packet classification is a key enabling function of a variety of network applications, such as firewall processing, Quality of Service differentiation, traffic billing...
Weirong Jiang, Viktor K. Prasanna
146
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CDC
2010
IEEE
111views Control Systems» more  CDC 2010»
14 years 9 months ago
Multi-robot monitoring in dynamic environments with guaranteed currency of observations
Abstract-- In this paper we consider the problem of monitoring a known set of stationary features (or locations of interest) in an environment. To observe a feature, a robot must v...
Stephen L. Smith, Daniela Rus
CORR
2011
Springer
197views Education» more  CORR 2011»
14 years 9 months ago
Query Expansion Based on Clustered Results
Query expansion is a functionality of search engines that suggests a set of related queries for a user-issued keyword query. Typical corpus-driven keyword query expansion approach...
Ziyang Liu, Sivaramakrishnan Natarajan, Yi Chen