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Boltzmann Bayes Learner

0packages depend
3.9Kdownloads / year
–test coverage
12/13flavors OK

Overview

About
Maintained by Jun WooCRAN page ↗

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.

Install

Health

CRAN checks
1WARNING12OK
Check messages
WARNINGre-building of vignette outputsr-oldrel-macos-arm64
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,
   
...[truncated]...
 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

CRAN check page ↗

Slowest check: 8.1 min · r-oldrel-windows-x86_64
Status changes
  • WARNING12 OK, 1 WARNING2026-09-08
  • ERROR11 OK, 1 WARNING, 1 ERROR2026-09-07
  • WARNING11 OK, 1 NOTE, 2 WARNING2026-04-22
  • ERROR10 OK, 1 NOTE, 2 WARNING, 1 ERROR2026-04-18
  • WARNING11 OK, 1 NOTE, 2 WARNING2026-03-10
Advisories

none known

Documentation

In release 1.0.0
READMEYes · 35 wordsVignettesYes · 1 · dynamicNEWSNoCitation fileYes · cites a publicationWebsitenot declared in DESCRIPTION
Cites a JSS article
Help pages
26
Examples that run
100%16 run in a plain check
Exported functions with examples
91%
Documented parameters
100%
Return-value docs
91%
Help pages citing references
4%

Downloads

3.9K
CRAN downloads in the past year
Rank #8,897 · ~11/day · ~326/mo
Daily download trend is not available in this view yet.
43530 days
1.1K90 days
3.9K1 year
Compare downloads with other packages →
Also on380 r2u

Dependencies

Declared dependencies
7 external dependencies (excludes base and recommended)

Installing bbl adds 3 packages (2 with compiled code, 2.4 MB of source tarballs). Heaviest: Rcpp 1.8 MB, pROC 614 KB, RColorBrewer 11 KB.

Depends (1)
R >= 3.6.0
Imports (6)
methodsstatsutilsRcpppROCRColorBrewer
LinkingTo (1)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

Datasets

People & History

People (1)
Author, Maintainer since 0.1.5 (2019)
Listed in earlier versions (1)
no longer listed · 0.1.5 to 0.3.1
Releases (7)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • 1.0.0Latest
    record
    2022-01-28 · current release · diff ↗
  • 0.4.1
    record
    2021-11-18 · diff ↗
  • R
    R 4.1.0 released · 2021-05-18
  • 0.4.0
    record
    2021-02-03 · diff ↗
  • R
    R 4.0.0 released · 2020-04-24
  • unarchivedReturned to CRAN
    2020-03-11
  • 0.3.1
    record
    2020-03-11 · diff ↗
  • archivedRemoved from CRAN
    2020-03-07
    check problems were not corrected in time
  • 0.3.0
    record
    2020-01-09 · diff ↗ ·
    added 1 export
    mcSample
  • 0.2.0
    record
    2019-10-28 · diff ↗ ·
    removed 4 exports
    accuracy, crossval, read.fasta, train
    added 5 exports
    bbl.fit, crossVal, randomsamp, readFasta, removeConst
  • 0.1.5
    record
    2019-09-04
Show 1 earlier eventHide 1 earlier event
  • R
    R 3.6.0 released · 2019-04-26

Package metadata

First published
2019-09-04
Total releases
7 / 7 yrs
License
GPL (>= 2) OSI
Minimum R
≥ 3.6.0
Download size
489 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("bbl")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.18637/jss.v101.i05.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for bbl version 1.0.0 [Data set]. HJJB, LLC. Data release v2026-10-19. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-19, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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