457 search results - page 50 / 92 » Ensembles of Fuzzy Classifiers |
125
Voted
CIBB
2008
15 years 5 months ago
2008
Abstract. Stability is an important property of machine learning algorithms. Stability in clustering may be related to clustering quality or ensemble diversity, and therefore used ...
116
Voted
KES
2005
Springer
15 years 9 months ago
2005
Springer
This paper describes a theoretical approach on data mining, information classifying and a global overview of our OntoExtractor application, concerning the analysis of incoming data...
123
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AUSAI
2009
Springer
15 years 7 months ago
2009
Springer
Ensembles are often capable of greater prediction accuracy than any of their individual members. As a consequence of the diversity between individual base-learners, an ensemble wil...
110
Voted
CIKM
2008
Springer
15 years 5 months ago
2008
Springer
We introduce a multi-stage ensemble framework, ErrorDriven Generalist+Expert or Edge, for improved classification on large-scale text categorization problems. Edge first trains a ...
115
Voted
AAAI
1998
15 years 4 months ago
1998
The "minimum margin" of an ensemble classifier on a given training set is, roughly speaking, the smallest vote it gives to any correct training label. Recent work has sh...