801 search results - page 2 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
ICML
1996
IEEE
14 years 6 months ago
1996
IEEE
In this paper, we describe two di erent learning tasks for relational structures. When learning a classi er for structures, the relational structures in the training sets are clas...
ALT
1999
Springer
13 years 9 months ago
1999
Springer
We are concerned with the problem of sequential prediction using a givenhypothesis class of continuously-manyprediction strategies. An e ectiveperformance measure is the minimax re...
COLT
2001
Springer
13 years 9 months ago
2001
Springer
COLT
2000
Springer
13 years 9 months ago
2000
Springer
We investigate the computational complexity of the task of detecting dense regions of an unknown distribution from un-labeled samples of this distribution. We introduce a formal l...
ICML
2006
IEEE
14 years 6 months ago
2006
IEEE
We describe a general framework for online multiclass learning based on the notion of hypothesis sharing. In our framework sets of classes are associated with hypotheses. Thus, al...