513 search results - page 55 / 103 » On Model Selection Consistency of Lasso |
144
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COLT
2010
Springer
14 years 12 months ago
2010
Springer
We study graph estimation and density estimation in high dimensions, using a family of density estimators based on forest structured undirected graphical models. For density estim...
EMSOFT
2006
Springer
15 years 5 months ago
2006
Springer
Embedded systems are complex as a whole but consist of smaller independent modules minimally interacting with each other. This structure makes embedded systems amenable to composi...
134
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NIPS
2001
15 years 3 months ago
2001
High dimensional data that lies on or near a low dimensional manifold can be described by a collection of local linear models. Such a description, however, does not provide a glob...
123
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ISIPTA
2003
IEEE
15 years 7 months ago
2003
IEEE
We adopt the same mathematical model of a set M of probability measures as is central to the theory of coherent imprecise probability. However, we endow this model with an objecti...
91
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BMCBI
2007
15 years 1 months ago
2007
Background: Oral delivery is a highly desirable property for candidate drugs under development. Computational modeling could provide a quick and inexpensive way to assess the inte...