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» The Foundations of Cost-Sensitive Learning
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ECML
2000
Springer
13 years 9 months ago
A Multiple Model Cost-Sensitive Approach for Intrusion Detection
Wei Fan, Wenke Lee, Salvatore J. Stolfo, Matthew M...
IJCV
2011
264views more  IJCV 2011»
13 years 8 days ago
Cost-Sensitive Active Visual Category Learning
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...
Sudheendra Vijayanarasimhan, Kristen Grauman
ICML
2002
IEEE
14 years 6 months ago
Pruning Improves Heuristic Search for Cost-Sensitive Learning
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 ...
Valentina Bayer Zubek, Thomas G. Dietterich
SDM
2009
SIAM
117views Data Mining» more  SDM 2009»
14 years 2 months ago
Spatially Cost-Sensitive Active Learning.
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...
Alexander Liu, Goo Jun, Joydeep Ghosh