3607 search results - page 58 / 722 » Learning with structured sparsity |
ICML
2010
IEEE
13 years 9 months ago
2010
IEEE
We present a novel approach for structure prediction that addresses the difficulty of obtaining labeled structures for training. We observe that structured output problems often h...
ICPR
2002
IEEE
14 years 9 months ago
2002
IEEE
Bayesian networks are an attractive modeling tool for human sensing, as they combine an intuitive graphical representation with ef?cient algorithms for inference and learning. Ear...
DIS
2009
Springer
14 years 2 months ago
2009
Springer
We present an active learning scheme that exploits cluster structure in data.
ICML
2007
IEEE
14 years 9 months ago
2007
IEEE
Markov logic networks (MLNs) are a statistical relational model that consists of weighted firstorder clauses and generalizes first-order logic and Markov networks. The current sta...
ICML
2005
IEEE
14 years 9 months ago
2005
IEEE
In this paper, we compare both discriminative and generative parameter learning on both discriminatively and generatively structured Bayesian network classifiers. We use either ma...