LVGP
Latent Variable Gaussian Process Modeling with Qualitative and Quantitative Input Variables
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) <arXiv:1806.07504>. The package is developed in IDEAL of Northwestern University.
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Check details (16 non-OK)
CRAN incoming feasibility
Maintainer: ‘Siyu Tao <siyutao2020@u.northwestern.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Siyu",
family = "Tao",
role = c("aut", "cre"),
email = "siyutao2020@u.northwestern.edu"),
person(given = "Yichi",
family = "Zhang",
role = "aut"),
person(given = c("Daniel", "W."),
family = "Apley",
role = "aut"),
person(given = "Wei",
family = "Chen",
role = "aut"))
as necessary.
The Description field contains
Chen, and Daniel W. Apley (2018) <arXiv:1806.07504>. The package is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
CRAN incoming feasibility
Maintainer: ‘Siyu Tao <siyutao2020@u.northwestern.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Siyu",
family = "Tao",
role = c("aut", "cre"),
email = "siyutao2020@u.northwestern.edu"),
person(given = "Yichi",
family = "Zhang",
role = "aut"),
person(given = c("Daniel", "W."),
family = "Apley",
role = "aut"),
person(given = "Wei",
family = "Chen",
role = "aut"))
as necessary.
The Description field contains
Chen, and Daniel W. Apley (2018) <arXiv:1806.07504>. The package is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:50: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:51: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:52: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:20: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_predict.Rd:21: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) math_example.Rd:21: Lost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Check History
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Siyu Tao <siyutao2020@u.northwestern.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Siyu",
family = "Tao",
role = c("aut", "cre"),
...[truncated]...
ily = "Chen",
role = "aut"))
as necessary.
The Description field contains
Chen, and Daniel W. Apley (2018) <arXiv:1806.07504>. The package is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
CRAN incoming feasibility
Maintainer: ‘Siyu Tao <siyutao2020@u.northwestern.edu>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Siyu",
family = "Tao",
role = c("aut", "cre"),
...[truncated]...
ily = "Chen",
role = "aut"))
as necessary.
The Description field contains
Chen, and Daniel W. Apley (2018) <arXiv:1806.07504>. The package is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^
Rd files
checkRd: (-1) LVGP_fit.Rd:47: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:48: Lost braces in \itemize; \value handles \item{}{} directly
checkRd: (-1) LVGP_fit.Rd:49: Lost braces in \itemize; \value handles \i
...[truncated]...
ost braces
21 | Data are sampled from the modified math function based on the first example in the paper listed in code{references}.
| ^