123 search results - page 3 / 25 » Multi-information Ensemble Diversity |
MCS
2010
Springer
14 years 2 months ago
2010
Springer
Although diversity in classifier ensembles is desirable, its relationship with the ensemble accuracy is not straightforward. Here we derive a decomposition of the majority vote er...
CEC
2007
IEEE
14 years 1 months ago
2007
IEEE
— This paper proposes to incorporate bootstrap of data, random feature subspace and evolutionary algorithm with negative correlation learning to automatically design accurate and...
CAEPIA
2003
Springer
14 years 18 days ago
2003
Springer
A new method for ensemble generation is presented. It is based on grouping the attributes in dierent subgroups, and to apply, for each group, an axis rotation, using Principal Com...
PAKDD
2004
ACM
14 years 21 days ago
2004
ACM
Generic ensemble methods can achieve excellent learning performance, but are not good candidates for active learning because of their different design purposes. We investigate how...
ECAI
2008
Springer
13 years 9 months ago
2008
Springer
Abstract. Ensemble selection deals with the reduction of an ensemble of predictive models in order to improve its efficiency and predictive performance. A number of ensemble select...