571 search results - page 1 / 115 » Learning with Constrained and Unlabelled Data |
CVPR
2005
IEEE
13 years 10 months ago
2005
IEEE
AAAI
2006
13 years 6 months ago
2006
We present a novel framework for multi-label learning that explicitly addresses the challenge arising from the large number of classes and a small size of training data. The key a...
CVPR
2006
IEEE
14 years 6 months ago
2006
IEEE
We consider the general problem of learning from both labeled and unlabeled data. Given a set of data points, only a few of them are labeled, and the remaining points are unlabele...
ICML
2002
IEEE
14 years 5 months ago
2002
IEEE
ICML
2007
IEEE
14 years 5 months ago
2007
IEEE
We present a new machine learning framework called "self-taught learning" for using unlabeled data in supervised classification tasks. We do not assume that the unlabele...