28 search results - page 1 / 6 » A comparative study on rough set based class imbalance learn... |
KBS
2008
13 years 9 months ago
2008
ISCI
2008
13 years 11 months ago
2008
In this paper, we introduce weights into Pawlak rough set model to balance the class distribution of a data set and develop a weighted rough set based method to deal with the clas...
ISDA
2010
IEEE
13 years 8 months ago
2010
IEEE
Real life datasets often suffer from the problem of class imbalance, which thwarts supervised learning process. In such data sets examples of positive (minority) class are signific...
GECCO
2006
Springer
14 years 2 months ago
2006
Springer
This paper analyzes the behavior of the XCS classifier system on imbalanced datasets. We show that XCS with standard parameter settings is quite robust to considerable class imbal...
JCP
2006
13 years 11 months ago
2006
Compared with conventional two-class learning schemes, one-class classification simply uses a single class in the classifier training phase. Applying one-class classification to le...