Nov 20, 2015 · In this paper, we optimize the Gaussian kernel for binary-class problems by using centered kernel polarization criterion. This criterion is an ...

In this paper, we optimize the Gaussian kernel for binary-class problems by using centered kernel polarization criterion. This crite- rion is an extension ...

Nov 20, 2015 · In this paper, we optimize the Gaussian kernel for binary-class problems by using centered kernel polarization criterion.

In this paper, we optimize the Gaussian kernel for binary-class problems by using centered kernel polarization criterion. This criterion is an extension of ...

The success of kernel-based learning methods is heavily dependent on the choice of a ker- nel function and proper setting of its parameters.

An efficient Gaussian kernel optimization based on centered kernel polarization criterion · List of references · Publications that cite this publication.

This paper presents a novel fast method to optimize the Gaussian kernel function for two-class pattern classification tasks, where it is desirable for the ...

By taking the within-class local structure into account and centering the kernel matrix, the criterion does better in maximizing the class separability in the ...

Abstract—In this paper, we introduce a new classification approach that learns class dependent Gaussian kernels and the belongingness likelihood of the data ...

An efficient Gaussian kernel optimization based on centered kernel polarization criterion · Computer Science, Mathematics. Information Sciences · 2015.