A Novel Bayesian Classifier using Copula Functions

Details A Novel Bayesian Classifier using Copula Functions A Novel Bayesian Classifier using Copula Functions

2006-11-29

arxiv.org/abs/cs/0611150v3

Computer Science

Learning

Scientific paper

A useful method for representing Bayesian classifiers is through \emph{discriminant functions}. Here, using copula functions, we propose a new model for discriminants. This model provides a rich and generalized class of decision boundaries. These decision boundaries significantly boost the classification accuracy especially for high dimensional feature spaces. We strengthen our analysis through simulation results.

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