Sentence examples for kernel principle from inspiring English sources

Kernel principle component analysis.

The kernel principle component analysis (KPCA) model was chosen as the base classifier of the ensemble.

Applied methods included a graph kernel designed for molecular similarity analysis [2], kernel principle component analysis [3], multiple kernel learning [4], and, Gaussian process regression [5].

In this paper, a classification scheme based on a one-class kernel principle component analysis (KPCA) model ensemble has been proposed for the classification of medical images.

Then the proposed method is employed to optimize the kernel of kernel principle component analysis (KPCA) and the classification performance of extracted features is evaluated via support vector machines (SVMs) classifier.

Once the period of infectiousness of each infected herd is estimated, the estimation of the spatial kernel is in principle straightforward.

Micro multi-objective particle swarm optimization in conjunction with kernel-learning based principle component analysis is employed to solve the corresponding many-objective problem with multiple probabilistic constraints and discrete design variables.

Note we did not have the language for kernels then, but quite consciously used the principle of kernels in the program design.

While our scanning setup at 3T did not permit the acquisition of such high-resolution images, we used an isotropic resolution of 1.5×1.5×1.5 mm3 with only moderate smoothing (4 mm FWHM kernel), which should in principle allow voxel biases from the two eyes to arise due to biased sampling from the underlying ocular dominance architecture.

It opens up an extendable research avenue for researchers in deep learning based intelligent system leveraging the principles of kernel theory.

With the investigated multiscale-modeling framework the need for an analytical aggregation-rate kernel is at least in principle obsolete.