EUROCOLT
1997
Springer
14 years 7 months ago
1997
Springer
Most of the work on the Vapnik-Chervonenkis dimension of neural networks has been focused on feedforward networks. However, recurrent networks are also widely used in learning app...
EUROCOLT
1997
Springer
14 years 7 months ago
1997
Springer
EUROCOLT
1999
Springer
14 years 7 months ago
1999
Springer
Many settings of unsupervised learning can be viewed as quantization problems — the minimization of the expected quantization error subject to some restrictions. This allows the ...
EUROCOLT
1999
Springer
14 years 7 months ago
1999
Springer
We consider algorithms for combining advice from a set of experts. In each trial, the algorithm receives the predictions of the experts and produces its own prediction. A loss func...
EUROCOLT
1999
Springer
14 years 7 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...
EUROCOLT
1999
Springer
14 years 7 months ago
1999
Springer
The present paper motivates the study of mind change complexity for learning minimal models of length-bounded logic programs. It establishes ordinal mind change complexity bounds ...
EUROCOLT
1999
Springer
14 years 7 months ago
1999
Springer
EUROCOLT
1999
Springer
14 years 7 months 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...