16 search results - page 2 / 4 » Improved Second-Order Bounds for Prediction with Expert Advi... |
COLT
2008
Springer
13 years 6 months ago
2008
Springer
Prediction from expert advice is a fundamental problem in machine learning. A major pillar of the field is the existence of learning algorithms whose average loss approaches that ...
EUROCOLT
1999
Springer
13 years 9 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...
JMLR
2011
13 years 1 days ago
2011
In this paper the sequential prediction problem with expert advice is considered for the case where losses of experts suffered at each step cannot be bounded in advance. We presen...
ALT
2005
Springer
14 years 2 months ago
2005
Springer
This paper shows how universal learning can be achieved with expert advice. To this aim, we specify an experts algorithm with the following characteristics: (a) it uses only feedba...
COLT
2004
Springer
13 years 8 months ago
2004
Springer
We investigate label efficient prediction, a variant, proposed by Helmbold and Panizza, of the problem of prediction with expert advice. In this variant, the forecaster, after gues...