Reference : Counting and enumerating aggregate classifiers
Scientific journals : Article
Physical, chemical, mathematical & earth Sciences : Mathematics
http://hdl.handle.net/2268/636
Counting and enumerating aggregate classifiers
English
Adem, Jan [> > > >]
Crama, Yves mailto [Université de Liège - ULg > HEC - Ecole de gestion de l'ULg > Recherche opérationnelle et gestion de la production >]
Gochet, Willy [ > > ]
Spieksma, Frits C.R. [ > > ]
2008
Discrete Applied Mathematics
Elsevier Science
156
3
2459-2468
Yes (verified by ORBi)
International
0166-218X
Amsterdam
The Netherlands
[en] Supervised classification ; Boolean functions ; weighted voting
[en] We propose a generic model for the "weighted voting" aggregation step performed by several methods in supervised classification. Further, we construct an algorithm to count the number of distinct aggregate classifiers that arise in this model. When there are only two classes in the classification problem, we show that a class of functions that arises from aggregate classifiers coincides with the class of self-dual positive threshold Boolean functions.
Researchers
http://hdl.handle.net/2268/636
10.1016/j.dam.2008.01.017

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