simu_indiv_se: Simulate a batch of data

In MagmaClustR: Clustering and Prediction using Multi-Task Gaussian Processes with Common Mean

Simulate a batch of data

Description

Simulate a batch of output data, corresponding to one individual, coming from a GP with a the Squared Exponential kernel as covariance structure, and specified hyper-parameters and input.

Usage

simu_indiv_se(ID, input, mean, v, l, sigma)

Arguments

ID	An identification code, whether numeric or character.
input	A vector of numbers. The input variable that is used as 'reference' for input and outputs.
mean	A vector of numbers. Prior mean values of the GP.
v	A number. The variance hyper-parameter of the SE kernel.
l	A number. The lengthscale hyper-parameter of the SE kernel.
sigma	A number. The noise hyper-parameter.

Value

A tibble containing a batch of output data along with input and additional information for a simulated individual.

Examples

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MagmaClustR documentation built on June 29, 2024, 1:06 a.m.