Other packages > Find by keyword >

LVGP  

Latent Variable Gaussian Process Modeling with Qualitative and Quantitative Input Variables
View on CRAN: Click here


Download and install LVGP package within the R console
Install from CRAN:
install.packages("LVGP")

Install from Github:
library("remotes")
install_github("cran/LVGP")

Install by package version:
library("remotes")
install_version("LVGP", "2.1.5")



Attach the package and use:
library("LVGP")
Maintained by
Siyu Tao
[Scholar Profile | Author Map]
First Published: 2018-07-31
Latest Update: 2019-01-11
Description:
Fit response surfaces for datasets with latent-variable Gaussian process modeling, predict responses for new inputs, and plot latent variables locations in the latent space (only 1D or 2D). The input variables of the datasets can be quantitative, qualitative/categorical or mixed. The output variable of the datasets is a scalar (quantitative). The optimization of the likelihood function is done using a successive approximation/relaxation algorithm similar to another GP modeling package "GPM". The modeling method is published in "A Latent Variable Approach to Gaussian Process Modeling with Qualitative and Quantitative Factors" by Yichi Zhang, Siyu Tao, Wei Chen, and Daniel W. Apley (2018) . The package is developed in IDEAL of Northwestern University.
How to cite:
Siyu Tao (2018). LVGP: Latent Variable Gaussian Process Modeling with Qualitative and Quantitative Input Variables. R package version 2.1.5, https://cran.r-project.org/web/packages/LVGP. Accessed 04 May. 2025.
Previous versions and publish date:
2.1.3 (2018-07-31 12:20), 2.1.4 (2018-11-14 09:20)
Other packages that cited LVGP R package
View LVGP citation profile
Other R packages that LVGP depends, imports, suggests or enhances
Complete documentation for LVGP
Functions, R codes and Examples using the LVGP R package
Some associated functions: LVGP_fit . LVGP_plot . LVGP_predict . corr_mat . math_example . neg_log_l . to_latent . 
Some associated R codes: LVGP_fit.R . LVGP_plot.R . LVGP_predict.R . corr_mat.R . example-data.R . neg_log_l.R . to_latent.R .  Full LVGP package functions and examples
Downloads during the last 30 days
04/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/30Downloads for LVGP024681012141618202224TrendBars

Today's Hot Picks in Authors and Packages

aos  
Animate on Scroll Library for 'shiny'
Trigger animation effects on scroll on any HTML element of 'shiny' and 'rmarkdown', such as any tex ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
dipw  
Debiased Inverse Propensity Score Weighting
Estimation of the average treatment effect when controlling for high-dimensional confounders using ...
Download / Learn more Package Citations See dependency  
kutils  
Project Management Tools
Tools for data importation, recoding, and inspection. There are functions to create new project fo ...
Download / Learn more Package Citations See dependency  
tidyRSS  
Tidy RSS for R
With the objective of including data from RSS feeds into your analysis, 'tidyRSS' parses RSS, Atom ...
Download / Learn more Package Citations See dependency  
appler  
'Apple App Store' and 'iTunes' Data Extraction
Using 'Apple App Store' web scraping and 'iTunes' API ...
Download / Learn more Package Citations See dependency  

24,187

R Packages

207,311

Dependencies

65,312

Author Associations

24,143

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA