9 search results - page 2 / 2 » Efficient Hyperkernel Learning Using Second-Order Cone Progr... |
106
Voted
KDD
2006
ACM
16 years 1 months ago
2006
ACM
This paper presents a novel Second Order Cone Programming (SOCP) formulation for large scale binary classification tasks. Assuming that the class conditional densities are mixture...
131
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NIPS
2007
15 years 2 months ago
2007
When we have several related tasks, solving them simultaneously is shown to be more effective than solving them individually. This approach is called multi-task learning (MTL) and...
103
Voted
ICML
2008
IEEE
16 years 1 months ago
2008
IEEE
The problem of obtaining the maximum a posteriori (map) estimate of a discrete random field is of fundamental importance in many areas of Computer Science. In this work, we build ...
129
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JMLR
2008
15 years 1 months ago
2008
We consider the problem of learning classifiers in structured domains, where some objects have a subset of features that are inherently absent due to complex relationships between...