24 search results - page 1 / 5 » Exploring the Performance of Resampling Strategies for the C... |
IEAAIE
2010
Springer
13 years 2 months ago
2010
Springer
The present paper studies the influence of two distinct factors on the performance of some resampling strategies for handling imbalanced data sets. In particular, we focus on the n...
AI
2001
Springer
13 years 9 months ago
2001
Springer
In a concept learning problem, imbalances in the distribution of the data can occur either between the two classes or within a single class. Yet, although both types of imbalances ...
ICASSP
2011
IEEE
12 years 8 months ago
2011
IEEE
This paper considers using online binary classification for target detection where the goal is to identify signals of interest within a sequence of received signals generated by ...
ISCI
2008
13 years 4 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...
ISNN
2009
Springer
13 years 11 months ago
2009
Springer
In real-world applications, it has been observed that class imbalance (significant differences in class prior probabilities) may produce an important deterioration of the classifie...