2665 search results - page 237 / 533 » Bundle Methods for Machine Learning |
107
Voted
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
We extend Support Vector Machines to input spaces that are sets by ensuring that the classifier is invariant to permutations of subelements within each input. Such permutations in...
121
Voted
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
Many applications in text and speech processing require the analysis of distributions of variable-length sequences. We recently introduced a general kernel framework, rational ker...
106
Voted
GECCO
2007
Springer
15 years 9 months ago
2007
Springer
In many design tasks it is difficult to explicitly define an objective function. This paper uses machine learning to derive an objective in a feature space based on selected examp...
158
click to vote
CVPR
2009
IEEE
16 years 10 months ago
2009
IEEE
Cross-domain learning methods have shown promising
results by leveraging labeled patterns from auxiliary domains
to learn a robust classifier for target domain, which
has a limi...
134
Voted
ML
2002
ACM
15 years 2 months ago
2002
ACM
We examine methods for constructing regression ensembles based on a linear program (LP). The ensemble regression function consists of linear combinations of base hypotheses generat...