ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
In many application domains there is a large amount of unlabeled data but only a very limited amount of labeled training data. One general approach that has been explored for util...
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
Variational inference methods, including mean field methods and loopy belief propagation, have been widely used for approximate probabilistic inference in graphical models. While ...
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
While classical kernel-based classifiers are based on a single kernel, in practice it is often desirable to base classifiers on combinations of multiple kernels. Lanckriet et al. ...
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
Many real-world classification tasks involve the prediction of multiple, inter-dependent class labels. A prototypical case of this sort deals with prediction of a sequence of labe...
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
We present a generalization of the nonnegative matrix factorization (NMF), where a multilayer generative network with nonnegative weights is used to approximate the observed nonne...
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE
ICML
2004
IEEE
15 years 10 days ago
2004
IEEE