336 search results - page 1 / 68 » Learning with Equivalence Constraints and the Relation to Mu... |
COLT
2003
Springer
13 years 10 months ago
2003
Springer
Abstract. We study the problem of learning partitions using equivalence constraints as input. This is a binary classification problem in the product space of pairs of datapoints. ...
ICDM
2008
IEEE
13 years 11 months ago
2008
IEEE
Selecting promising queries is the key to effective active learning. In this paper, we investigate selection techniques for the task of learning an equivalence relation where the ...
ALT
2002
Springer
14 years 1 months ago
2002
Springer
KDD
2008
ACM
14 years 5 months ago
2008
ACM
In many multiclass learning scenarios, the number of classes is relatively large (thousands,...), or the space and time efficiency of the learning system can be crucial. We invest...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
We present a new type of multi-class learning algorithm called a linear-max algorithm. Linearmax algorithms learn with a special type of attribute called a sub-expert. A sub-exper...