695 search results - page 1 / 139 » Efficient Algorithms for General Active Learning |
109
Voted
COLT
2006
Springer
15 years 6 months ago
2006
Springer
147
Voted
COLT
2010
Springer
15 years 16 days ago
2010
Springer
We investigate the problem of active learning on a given tree whose nodes are assigned binary labels in an adversarial way. Inspired by recent results by Guillory and Bilmes, we c...
JISE
2007
15 years 2 months ago
2007
105
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NIPS
2007
15 years 4 months ago
2007
We present a simple, agnostic active learning algorithm that works for any hypothesis class of bounded VC dimension, and any data distribution. Our algorithm extends a scheme of C...
138
Voted
ISCI
2008
15 years 2 months ago
2008
In this paper, two modified constrained learning algorithms are proposed to obtain better generalization performance and faster convergence rate. The additional cost terms of the ...