801 search results - page 2 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
ICML
1996
IEEE
14 years 8 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 11 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 12 months ago
2001
Springer
COLT
2000
Springer
13 years 11 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 8 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...