801 search results - page 29 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
DAGSTUHL
2004
13 years 10 months ago
2004
Next to prediction accuracy, the interpretability of models is one of the fundamental criteria for machine learning algorithms. While high accuracy learners have intensively been e...
COLT
2001
Springer
14 years 1 months ago
2001
Springer
In this paper we study a paradigm to generalize online classification algorithms for binary classification problems to multiclass problems. The particular hypotheses we investig...
NPC
2007
Springer
14 years 2 months ago
2007
Springer
Parallelism is one of the main sources for performance improvement in modern computing environment, but the efficient exploitation of the available parallelism depends on a number ...
ICDM
2006
IEEE
14 years 2 months ago
2006
IEEE
In active learning, a machine learning algorithm is given an unlabeled set of examples U, and is allowed to request labels for a relatively small subset of U to use for training. ...
EUROCOLT
1999
Springer
14 years 27 days ago
1999
Springer
Abstract. Recent works have shown the advantage of using Active Learning methods, such as the Query by Committee (QBC) algorithm, to various learning problems. This class of Algori...