Sentence examples for based on kernel trick from inspiring English sources

In order to process the nonlinear problem, KPCA [22] and KFDA [23] are proposed based on kernel trick.

Additionally, PDF estimators based on kernel functions are also developed.

To overcome the weakness of LDA, the generalized discriminant analysis (GDA) based on the kernel trick has been proposed in [14], which can be viewed as an extension of LDA.

However, some other feature extraction methods have put forward new ways which are based on kernels.

As introduced in [11], the classic kernel least squares regression method is a well-known approach based on applying the kernel trick to the linear least squares algorithm.

To this end, we first define the local kernel alignment based on centralized kernel alignment.

Hinrichs et al. [144, 145] and Zhang et al. [4] recently proposed the multi-kernel support vector machine (MK-SVM) algorithm, which is based on multi-kernel learning and extends the kernel tricks in SVM to the multiple feature spaces.

However, this is based on a trick that makes distributions, in those specific cases, independent of the unknown underlying parameter λ.

The approach is based on the trick that the probability of "something" plus the probability of "not something" equals one.

Because of the uneven sampling of populations across Europe, we developed an approach based on Gaussian kernel interpolation that allows for an adaptive kernel width.

A kernel method is a weighting scheme based on a kernel function (e.g. uniform, Epanechnikov, and Gaussian).