27 search results - page 1 / 6 » Stability of transductive regression algorithms |
ICML
2008
IEEE
14 years 6 months ago
2008
IEEE
ECML
2006
Springer
13 years 9 months ago
2006
Springer
Abstract. In contrast to the standard inductive inference setting of predictive machine learning, in real world learning problems often the test instances are already available at ...
ICML
2005
IEEE
14 years 6 months ago
2005
IEEE
The problem of learning a transduction, that is a string-to-string mapping, is a common problem arising in natural language processing and computational biology. Previous methods ...
COLT
2006
Springer
13 years 9 months ago
2006
Springer
Abstract. We develop a new error bound for transductive learning algorithms. The slack term in the new bound is a function of a relaxed notion of transductive stability, which meas...
ICML
2007
IEEE
14 years 6 months ago
2007
IEEE
In this paper, we present a novel semisupervised regression algorithm working on multiclass data that may lie on multiple manifolds. Unlike conventional manifold regression algori...