Sentence examples for using a kernel regression from inspiring English sources

In the first stage, rain streaks are detected by using a kernel regression method under an assumption of the elliptical shape and the vertical orientation of rain steaks.

This allows the application of nonlinear regression by using a kernel function [ 34] that represents the dot product of the two transformed vectors.

Distributions were estimated using a kernel density distribution.

When training any kernel method (e.g. an SVM or a kernel regression method) with this kernel, the resulting function is a weighted sum of kernel evaluations (1).

The main result is this: the best AUC score for methods introduced in this article is significantly larger than the best score found directly using the kernel regression method for the four benchmark data sets, passing respectively from 92.9 to 97.6, 91.7 to 97.3, 87.3 to 95.5 and 83.6 to 88.1 for the enzyme, ion channel, GPCR and nuclear receptor data sets.

Kniesner and Li [42] developed a male labor supply functions using local linear kernel regression based on panel data from the Survey of Income and Program Participation (SIPP).

Therefore, by measuring the interval between consecutive HELLO messages, an estimation of the link quality can be retrieved using Kernel regression estimation.

Using kernel regression, the choice of the appropriate degree of smoothing is important, which depends on the sample size.

This paper describes a methodology to use kernel regression methods as an effective tool for facies delineation.

The PLS classifications were done using a PLS regression implemented using the kernel algorithm available in the PLS [57] package in R [55].

We compare our algorithm using both the ICI and EVS update rules to LPA using non-adaptive filtering kernels, [10], with h = 0.6, 1.4, and 5.0, and the widely used steering kernel regression (SKR) method [29].