22 search results - page 1 / 5 » Statistical Mechanics of Online Learning for Ensemble Teache... |
IJCNN
2006
IEEE
13 years 11 months ago
2006
IEEE
— We analyze the generalization performance of a student in a model composed of linear perceptrons: a true teacher, ensemble teachers, and the student. Calculating the generaliza...
ML
1998
ACM
13 years 4 months ago
1998
ACM
We review the application of statistical mechanics methods to the study of online learning of a drifting concept in the limit of large systems. The model where a feed-forward netwo...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
This paper is concerned with the question of how to online combine an ensemble of active learners so as to expedite the learning progress during a pool-based active learning sessi...
COLT
2010
Springer
13 years 2 months ago
2010
Springer
We present a new online learning algorithm in the selective sampling framework, where labels must be actively queried before they are revealed. We prove bounds on the regret of ou...
DAGSTUHL
2009
13 years 6 months ago
2009
We introduce and discuss the application of statistical physics concepts in the context of on-line machine learning processes. The consideration of typical properties of very large...