201 search results - page 2 / 41 » Statistical Comparisons of Classifiers over Multiple Data Se... |
CCIA
2008
Springer
13 years 8 months ago
2008
Springer
Abstract. This paper deals with the characterization of data complexity and the relationship with the classification accuracy. We study three dimensions of data complexity: the len...
PAMI
2007
13 years 5 months ago
2007
Abstract—We experimentally evaluate bagging and seven other randomizationbased approaches to creating an ensemble of decision tree classifiers. Statistical tests were performed o...
KDD
2003
ACM
14 years 6 months ago
2003
ACM
Support vector machines (SVMs) have been promising methods for classification and regression analysis because of their solid mathematical foundations which convey several salient ...
CICLING
2001
Springer
13 years 10 months ago
2001
Springer
The problem of document categorization is considered. The set of domains and the keywords specific for these domains is supposed to be selected beforehand as initial data. We apply...
MCS
2004
Springer
13 years 11 months ago
2004
Springer
Atypical observations, which are called outliers, are one of difficulties to apply standard Gaussian density based pattern classification methods. Large number of outliers makes di...