1854 search results - page 156 / 371 » On Kernel Methods for Relational Learning |
167
Voted
SDM
2011
SIAM
14 years 6 months ago
2011
SIAM
In many real world prediction problems the output is a structured object like a sequence or a tree or a graph. Such problems range from natural language processing to computationa...
110
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CVPR
2006
IEEE
16 years 5 months ago
2006
IEEE
Relevant Component Analysis (RCA) has been proposed for learning distance metrics with contextual constraints for image retrieval. However, RCA has two important disadvantages. On...
172
Voted
ATAL
2007
Springer
15 years 7 months ago
2007
Springer
Models of agent-environment interaction that use predictive state representations (PSRs) have mainly focused on the case of discrete observations and actions. The theory of discre...
163
Voted
JMLR
2006
15 years 3 months ago
2006
We propose a family of learning algorithms based on a new form of regularization that allows us to exploit the geometry of the marginal distribution. We focus on a semi-supervised...
160
Voted
AI
2009
Springer
15 years 10 months ago
2009
Springer
Many complex, real world phenomena are difficult to study directly using controlled experiments. Instead, the use of computer simulations has become commonplace as a feasible alte...