39 search results - page 6 / 8 » colt 2010 |
100
Voted
COLT
2010
Springer
14 years 10 months ago
2010
Springer
Recent advances in large-margin classification of data residing in general metric spaces (rather than Hilbert spaces) enable classification under various natural metrics, such as ...
100
click to vote
COLT
2010
Springer
14 years 10 months ago
2010
Springer
In the present paper, we introduce a variant of Gold-style learners that is not required to infer precise descriptions of the languages in a class, but that must find descriptive ...
121
click to vote
COLT
2010
Springer
14 years 9 months ago
2010
Springer
We consider a bandit problem which involves sequential sampling from two populations (arms). Each arm produces a noisy reward realization which depends on an observable random cov...
121
Voted
COLT
2010
Springer
14 years 10 months 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...
90
Voted
COLT
2010
Springer
14 years 10 months ago
2010
Springer
Clustering is a central unsupervised learning task with a wide variety of applications. Not surprisingly, there exist many clustering algorithms. However, unlike classification ta...