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MVR

Mean-Variance Regularization

v1.33.0 · Sep 10, 2018 · GPL (>= 3) | file LICENSE

Description

This is a non-parametric method for joint adaptive mean-variance regularization and variance stabilization of high-dimensional data. It is suited for handling difficult problems posed by high-dimensional multivariate datasets (p >> n paradigm). Among those are that the variance is often a function of the mean, variable-specific estimators of variances are not reliable, and tests statistics have low powers due to a lack of degrees of freedom. Key features include: (i) Normalization and/or variance stabilization of the data, (ii) Computation of mean-variance-regularized t-statistics (F-statistics to follow), (iii) Generation of diverse diagnostic plots, (iv) Computationally efficient implementation using C/C++ interfacing and an option for parallel computing to enjoy a faster and easier experience in the R environment.

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NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Jean-Eudes Dazard <jean-eudes.dazard@case.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

Found the following (possibly) invalid file URIs:
  URI: jean-eudes.dazard@case.edu
    From: README.md
  URI: huaxu77@gmail.com
    From: README.md
  URI: ahs4@case.edu
    From: README.md
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Jean-Eudes Dazard <jean-eudes.dazard@case.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

Found the following (possibly) invalid file URIs:
  URI: jean-eudes.dazard@case.edu
    From: README.md
  URI: huaxu77@gmail.com
    From: README.md
  URI: ahs4@case.edu
    From: README.md
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
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   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-devel-windows-x86_64

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checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
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   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
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   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
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   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
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   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
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   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
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   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
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    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
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    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-oldrel-macos-arm64

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    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
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    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
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   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
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   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
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   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
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   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
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   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
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    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
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    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-oldrel-macos-x86_64

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    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
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    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
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   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
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   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
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   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
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   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
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   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
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   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
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   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
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   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
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    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
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    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-oldrel-windows-x86_64

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checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^
checkRd: (-1) mvr.Rd:108: Lost braces
   108 |             \item membership {\code{numeric} \code{vector} of cluster membership of each variable}
       |                              ^
checkRd: (-1) mvr.Rd:109: Lost braces
   109 |             \item nc {Positive \code{integer} scalar of number of clusters found in optimal cluster configuration}
       |                      ^
checkRd: (-1) mvr.Rd:110: Lost braces
   110 |             \item gap {\code{numeric} \code{vector} of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:111: Lost braces
   111 |             \item sde {\code{numeric} \code{vector} of the standard errors of the similarity statistic values}
       |                       ^
checkRd: (-1) mvr.Rd:112-113: Lost braces
   112 |             \item mu.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized means by groups (rows), 
       |                          ^
checkRd: (-1) mvr.Rd:113: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:114-115: Lost braces
   114 |             \item sd.std {\code{numeric} \code{matrix} (\code{K} x p) of the vector of standardized standard deviations by groups (rows),
       |                          ^
checkRd: (-1) mvr.Rd:115: Escaped LaTeX specials: \#
checkRd: (-1) mvr.Rd:116: Lost braces
   116 |             \item mu.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of means}
       |                            ^
checkRd: (-1) mvr.Rd:117: Lost braces
   117 |             \item sd.quant {\code{numeric} \code{matrix} (\code{nc.max} - \code{nc.min} + 1) x (length(\code{probs})) of quantiles of standard deviations}
       |                            ^
checkRd: (-1) stabilization.diagnostic.Rd:31: Lost braces; missing escapes or markup?
    31 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) stabilization.diagnostic.Rd:32: Lost braces; missing escapes or markup?
    32 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()} function (R package \pkg{stats}), used for local fitting .
       |                                        ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Jean-Eudes Dazard <jean-eudes.dazard@case.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

Found the following (possibly) invalid file URIs:
  URI: jean-eudes.dazard@case.edu
    From: README.md
  URI: huaxu77@gmail.com
    From: README.md
  URI: ahs4@case.edu
    From: README.md
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Jean-Eudes Dazard <jean-eudes.dazard@case.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

Found the following (possibly) invalid file URIs:
  URI: jean-eudes.dazard@case.edu
    From: README.md
  URI: huaxu77@gmail.com
    From: README.md
  URI: ahs4@case.edu
    From: README.md
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) cluster.diagnostic.Rd:35: Lost braces; missing escapes or markup?
    35 |                 Defaults to 2. (Normally 1 or 2. Degree 0 is also allowed, but see the "Note" in loess {stats} package.)}
       |                                                                                                        ^
checkRd: (-1) cluster.diagnostic.Rd:36: Lost braces; missing escapes or markup?
    36 |   \item{family}{Family distribution in {"gaussian", "symmetric"} of the \code{loess()}

Dependency Network

Dependencies Reverse dependencies statmod MVR

Version History

new 1.33.0 Mar 10, 2026