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The estimates proposed in this paper are based on kernel rules, wavelets expansions, or penalized criteria.
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Therefore, we have developed a new tool, called Notos, to identify DNA methylation signatures within CpGo/e ratios based on kernel density estimations36.
Additionally, PDF estimators based on kernel functions are also developed.
The third feature, based on kernel density estimation (KDE), is the "KDE Peak" value.
However, some other feature extraction methods have put forward new ways which are based on kernels.
Based on reproducing kernel theory, reproducing kernel functions with polynomial form will be constructed in the reproducing kernel spaces spanned by the Chebyshev basis polynomials.
To this end, we first define the local kernel alignment based on centralized kernel alignment.
A kernel optimization method based on fusion kernel for high-resolution range profile (HRRP) is proposed in this paper.
Then, the MSVM is constructed based on Gauss kernel support vector machine (SVM) and polynomial kernel SVM.
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).
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