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bbl

Boltzmann Bayes Learner

v1.0.0 · Jan 27, 2022 · GPL (>= 2)

Description

Supervised learning using Boltzmann Bayes model inference, which extends naive Bayes model to include interactions. Enables classification of data into multiple response groups based on a large number of discrete predictors that can take factor values of heterogeneous levels. Either pseudo-likelihood or mean field inference can be used with L2 regularization, cross-validation, and prediction on new data. <doi:10.18637/jss.v101.i05>.

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CRAN Check Status

2 WARNING
2 NOTE
10 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 WARNING
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 WARNING
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (15 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

re-building of vignette outputs

Note: skipping ‘article.Rnw’ due to unavailable dependencies: 'Biostrings'
OK r-devel-linux-x86_64-debian-gcc

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OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

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NOTE r-oldrel-macos-arm64

installed package size

  installed size is  6.3Mb
  sub-directories of 1Mb or more:
    extdata   2.3Mb
    libs      3.5Mb
WARNING r-oldrel-macos-arm64

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘article.Rnw’ using Sweave
Setting levels: control = No, case = Yes
Loading required package: glmnet
Loading required package: Matrix
Loaded glmnet 4.1-8
Setting levels: control = No, case = Yes
Setting levels: control = No, case = Yes
Loading required package: Biostrings
Loading required package: BiocGenerics

Attaching package: 'BiocGenerics'

The following objects are masked from 'package:stats':

    IQR, mad, sd, var, xtabs

The following objects are masked from 'package:base':

    Filter, Find, Map, Position, Reduce, anyDuplicated, aperm,
    append, as.data.frame, basename, cbind, colnames, dirname,
    do.call, duplicated, eval, evalq, get, grep, grepl,
    intersect, is.unsorted, lapply, mapply, match, mget,
    order, paste, pmax, pmax.int, pmin, pmin.int, rank, rbind,
    rownames, sapply, setdiff, table, tapply, union, unique,
    unsplit, which.max, which.min

Loading required package: S4Vectors
Loading required package: stats4

Attaching package: 'S4Vectors'

The following objects are masked from 'package:Matrix':

    expand, unname

The following object is masked from 'package:utils':

    findMatches

The following objects are masked from 'package:base':

    I, expand.grid, unname

Loading required package: IRanges
Loading required package: XVector
Loading required package: GenomeInfoDb

Attaching package: 'Biostrings'

The following object is masked from 'package:base':

    strsplit

Error: processing vignette 'article.Rnw' failed with diagnostics:
Running 'texi2dvi' on 'article.tex' failed.
LaTeX errors:
!pdfTeX error: pdflatex (file bbm10): Font bbm10 at 657 not found
 ==> Fatal error occurred, no output PDF file produced!
--- failed re-building 'article.Rnw'

SUMMARY: processing the following file failed:
  'article.Rnw'

Error: Vignette re-building failed.
Execution halted
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  6.6Mb
  sub-directories of 1Mb or more:
    extdata   2.3Mb
    libs      3.7Mb
OK r-oldrel-windows-x86_64

*


            
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
WARNING r-release-macos-arm64

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘article.Rnw’ using Sweave
Setting levels: control = No, case = Yes
Loading required package: glmnet
Loading required package: Matrix
Loaded glmnet 4.1-8
Setting levels: control = No, case = Yes
Setting levels: control = No, case = Yes
Loading required package: Biostrings
Loading required package: BiocGenerics
Loading required package: generics

Attaching package: 'generics'

The following objects are masked from 'package:base':

    as.difftime, as.factor, as.ordered, intersect, is.element,
    setdiff, setequal, union


Attaching package: 'BiocGenerics'

The following objects are masked from 'package:stats':

    IQR, mad, sd, var, xtabs

The following objects are masked from 'package:base':

    Filter, Find, Map, Position, Reduce, anyDuplicated, aperm,
    append, as.data.frame, basename, cbind, colnames, dirname,
    do.call, duplicated, eval, evalq, get, grep, grepl,
    is.unsorted, lapply, mapply, match, mget, order, paste,
    pmax, pmax.int, pmin, pmin.int, rank, rbind, rownames,
    sapply, saveRDS, table, tapply, unique, unsplit,
    which.max, which.min

Loading required package: S4Vectors
Loading required package: stats4

Attaching package: 'S4Vectors'

The following objects are masked from 'package:Matrix':

    expand, unname

The following object is masked from 'package:utils':

    findMatches

The following objects are masked from 'package:base':

    I, expand.grid, unname

Loading required package: IRanges
Loading required package: XVector
Loading required package: GenomeInfoDb

Attaching package: 'Biostrings'

The following object is masked from 'package:base':

    strsplit

Error: processing vignette 'article.Rnw' failed with diagnostics:
Running 'texi2dvi' on 'article.tex' failed.
LaTeX errors:
!pdfTeX error: pdflatex (file bbm10): Font bbm10 at 657 not found
 ==> Fatal error occurred, no output PDF file produced!
--- failed re-building 'article.Rnw'

SUMMARY: processing the following file failed:
  'article.Rnw'

Error: Vignette re-building failed.
Execution halted
OK r-release-macos-x86_64

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OK r-release-windows-x86_64

*


            

Check History

WARNING 10 OK · 2 NOTE · 2 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

re-building of vignette outputs

Note: skipping ‘article.Rnw’ due to unavailable dependencies: 'Biostrings'
WARNING r-release-macos-arm64

re-building of vignette outputs

Error(s) in re-building vignettes:
--- re-building ‘article.Rnw’ using Sweave
Setting levels: control = No, case = Yes
Loading required package: glmnet
Loading required package: Matrix
Loaded glmnet 4.1-8
Setting levels: control = No, case = Yes
Setting levels: control = No, case = Yes
Loading required package: Biostrings
Loading required package: BiocGenerics
Loading required package: generics

Attaching package: 'generics'

The following objects are masked from 'package:base':

    as.difftime
WARNING r-oldrel-macos-arm64

installed package size

  installed size is  6.3Mb
  sub-directories of 1Mb or more:
    extdata   2.3Mb
    libs      3.5Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  6.6Mb
  sub-directories of 1Mb or more:
    extdata   2.3Mb
    libs      3.7Mb

Dependency Network

Dependencies Reverse dependencies Rcpp pROC RColorBrewer bbl

Version History

new 1.0.0 Mar 9, 2026