173 search results - page 1 / 35 » Semi-supervised Learning on Directed Graphs |
108
Voted
NAACL
2007
15 years 2 months ago
2007
Graph-based semi-supervised learning has recently emerged as a promising approach to data-sparse learning problems in natural language processing. All graph-based algorithms rely ...
116
Voted
ICML
2010
IEEE
15 years 2 months ago
2010
IEEE
In this paper, we address the scalability issue plaguing graph-based semi-supervised learning via a small number of anchor points which adequately cover the entire point cloud. Cr...
124
click to vote
ICMCS
2007
IEEE
15 years 7 months ago
2007
IEEE
In this paper, we present a regularization approach on discrete graph spaces for perceptual image segmentation via semisupervised learning. In this approach, first, a spectral cl...
115
click to vote
IJCAI
2007
15 years 2 months ago
2007
This paper proposes and develops a new graph-based semi-supervised learning method. Different from previous graph-based methods that are based on discriminative models, our method...
136
Voted
TIT
2008
15 years 29 days ago
2008
We consider a framework for semi-supervised learning using spectral decomposition-based unsupervised kernel design. We relate this approach to previously proposed semi-supervised l...