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107
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ICML
2004
IEEE
15 years 6 months ago
2004
IEEE
The paper is concerned with two-class active learning. While the common approach for collecting data in active learning is to select samples close to the classification boundary,...
131
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EUROCOLT
1999
Springer
15 years 5 months ago
1999
Springer
We study the learnability of first order Horn expressions from equivalence and membership queries. We show that the class of expressions where every term in the consequent of a c...
120
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ML
2007
ACM
15 years 8 days ago
2007
ACM
We offer a new formal criterion for agent-centric learning in multi-agent systems, that is, learning that maximizes one’s rewards in the presence of other agents who might also...
112
Voted
AIED
2011
Springer
14 years 4 months ago
2011
Springer
Narrative-centered learning environments introduce novel opportunities for supporting student problem solving and learning. By incorporating cognitive tools into plots and characte...
106
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ICML
2006
IEEE
16 years 1 months ago
2006
IEEE
We formalize the associative bandit problem framework introduced by Kaelbling as a learning-theory problem. The learning environment is modeled as a k-armed bandit where arm payof...