801 search results - page 2 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
98
Voted
ICML
1996
IEEE
16 years 1 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...
151
Voted
ALT
1999
Springer
15 years 5 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...
89
Voted
COLT
2001
Springer
15 years 5 months ago
2001
Springer
114
Voted
COLT
2000
Springer
15 years 5 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...
85
Voted
ICML
2006
IEEE
16 years 1 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...