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164
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ECML
2006
Springer
15 years 6 months ago
Task-Driven Discretization of the Joint Space of Visual Percepts and Continuous Actions
We target the problem of closed-loop learning of control policies that map visual percepts to continuous actions. Our algorithm, called Reinforcement Learning of Joint Classes (RLJ...
Sébastien Jodogne, Justus H. Piater
132
Voted
ICDE
2008
IEEE
189views Database» more  ICDE 2008»
15 years 9 months ago
Adapting ranking functions to user preference
— Learning to rank has become a popular method for web search ranking. Traditionally, expert-judged examples are the major training resource for machine learned web ranking, whic...
Keke Chen, Ya Zhang, Zhaohui Zheng, Hongyuan Zha, ...
139
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KDD
2003
ACM
214views Data Mining» more  KDD 2003»
16 years 3 months ago
Adaptive duplicate detection using learnable string similarity measures
The problem of identifying approximately duplicate records in databases is an essential step for data cleaning and data integration processes. Most existing approaches have relied...
Mikhail Bilenko, Raymond J. Mooney
113
Voted
IGPL
2006
110views more  IGPL 2006»
15 years 2 months ago
Adaptive Model Checking
Abstract. We consider the case where inconsistencies are present between a system and its corresponding model, used for automatic verification. Such inconsistencies can be the resu...
Alex Groce, Doron Peled, Mihalis Yannakakis
103
Voted
GECCO
2007
Springer
180views Optimization» more  GECCO 2007»
15 years 6 months ago
Support vector regression for classifier prediction
In this paper we introduce XCSF with support vector prediction: the problem of learning the prediction function is solved as a support vector regression problem and each classifie...
Daniele Loiacono, Andrea Marelli, Pier Luca Lanzi