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» Using Machine Learning to Focus Iterative Optimization
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132
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WWW
2010
ACM
15 years 9 months ago
Optimal rare query suggestion with implicit user feedback
Query suggestion has been an effective approach to help users narrow down to the information they need. However, most of existing studies focused on only popular/head queries. Si...
Yang Song, Li-wei He
128
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COLT
2010
Springer
15 years 22 days ago
Convex Games in Banach Spaces
We study the regret of an online learner playing a multi-round game in a Banach space B against an adversary that plays a convex function at each round. We characterize the minima...
Karthik Sridharan, Ambuj Tewari
116
Voted
IBPRIA
2005
Springer
15 years 8 months ago
Parallel Perceptrons, Activation Margins and Imbalanced Training Set Pruning
A natural way to deal with training samples in imbalanced class problems is to prune them removing redundant patterns, easy to classify and probably over represented, and label noi...
Iván Cantador, José R. Dorronsoro
133
Voted
ROBOCUP
2000
Springer
120views Robotics» more  ROBOCUP 2000»
15 years 6 months ago
Towards a Logical Approach for Soccer Agents Engineering
Building agents for a scenario such as the RoboCup simulation league requires not only methodologies for implementing high-level complex behavior, but also the careful and efficien...
Jan Murray, Oliver Obst, Frieder Stolzenburg
143
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LION
2010
Springer
190views Optimization» more  LION 2010»
15 years 6 months ago
Algorithm Selection as a Bandit Problem with Unbounded Losses
Abstract. Algorithm selection is typically based on models of algorithm performance learned during a separate offline training sequence, which can be prohibitively expensive. In r...
Matteo Gagliolo, Jürgen Schmidhuber