Sentence examples for using the gaussian process from inspiring English sources

This is achieved by applying Bayesian adjustments to a base model developed using the Gaussian process (GP).

In this chapter, we give the reader an in-depth view into building of probabilistic forecasting models for geomagnetic time series using the Gaussian process methodology outlined in the previous chapters.

Unlike the past work of design and control, the proposed probabilistic approach framework directly uses the Gaussian process (GP) model to represent the uncertainty in the input.

Results: We use the Gaussian process latent variable model framework to account for censoring by introducing an appropriate noise model and allowing a different kernel for each dimension.

The mechanisms of the reaction processes were calculated using the Gaussian 03 quantum chemistry software.

We shall present the detailed outcome of using the SVM classifier and the Gaussian process classifier in the task of distinguishing between the three classes, BRCA1 and BRCA2 mutation carriers and noncarriers, and evaluate whether this microarray technology can be used to facilitate the clinical detection and classification of mutations.

Then we use the mean function of the Gaussian process to infer the multiple RSS source locations.

Morris (2012) described a generalization of the Gaussian process often used to produce "meta-models" when inputs are finite-dimensional vectors, that can be used in the functional input setting, and showed how the maximin distance design optimality criterion (Johnson et al., 1990) can also be extended to this case.

For the Gaussian process regression we used the freely available GPML toolbox for MATLAB®; [28].

We used a customized version of the Gaussian processes for machine learning (GPML) toolbox for Matlab (The Mathworks, Natick, MA) (http://www.gaussianprocess.org/gpml) for all GPC inference.

The main concept is to approximate the geometric quantities using a Gaussian Process emulator which is conditioned on a carefully chosen design set of configuration points, which also determines the quality of the emulator.