60 search results - page 1 / 12 » On Multi-Class Cost-Sensitive Learning |
AAAI
2006
14 years 18 days ago
2006
Rescaling is possibly the most popular approach to cost-sensitive learning. This approach works by rescaling the classes according to their costs, and it can be realized in differ...
ECML
2000
Springer
14 years 3 months ago
2000
Springer
IJCV
2011
13 years 6 months ago
2011
Abstract We present an active learning framework that predicts the tradeoff between the effort and information gain associated with a candidate image annotation, thereby ranking un...
ICML
2002
IEEE
15 years 30 min ago
2002
IEEE
This paper addresses cost-sensitive classification in the setting where there are costs for measuring each attribute as well as costs for misclassification errors. We show how to ...
SDM
2009
SIAM
14 years 8 months ago
2009
SIAM
In active learning, one attempts to maximize classifier performance for a given number of labeled training points by allowing the active learning algorithm to choose which points...