{"Package":"stabm","Title":"Stability Measures for Feature Selection","Version":"1.2.2","Authors@R":"c(person(given = \"Andrea\",\nfamily = \"Bommert\",\nrole = c(\"aut\", \"cre\"),\nemail = \"bommert@statistik.tu-dortmund.de\",\ncomment = c(ORCID = \"0000-0002-1005-9351\")),\nperson(given = \"Michel\",\nfamily = \"Lang\",\nrole = \"aut\",\nemail = \"michellang@gmail.com\",\ncomment = c(ORCID = \"0000-0001-9754-0393\")))","Description":"An implementation of many measures for the\nassessment of the stability of feature selection. Both simple measures\nand measures which take into account the similarities between features\nare available, see Bommert (2020) .","License":"LGPL-3","URL":"https://bommert.github.io/stabm/, https://github.com/bommert/stabm","BugReports":"https://github.com/bommert/stabm/issues","Depends":"R (>= 3.5.0)","Imports":"checkmate (>= 1.8.5), Matrix (>= 1.5-0), methods, stats, utils","Suggests":"cowplot (>= 0.9.2), ggdendro (>= 0.1-20), ggplot2 (>= 3.0.0),\nigraph (>= 1.2.1), knitr, mlbench, rmarkdown, rpart, testthat\n(>= 2.0.0)","VignetteBuilder":"knitr","Encoding":"UTF-8","RoxygenNote":"7.2.2","NeedsCompilation":"no","Packaged":"2023-04-04 12:35:02 UTC; bommert","Author":"Andrea Bommert [aut, cre] (),\nMichel Lang [aut] ()","Maintainer":"Andrea Bommert ","Repository":"CRAN","Date/Publication":"2023-04-04 13:20:02 UTC","repoType":"cran","tarballUrl":"ftp://cran.r-project.org/pub/R/src/contrib/stabm_1.2.2.tar.gz","jsonAuthors":[{"name":"Andrea Bommert","email":"bommert@statistik.tu-dortmund.de","maintainer":true},{"name":"Michel Lang","email":"michellang@gmail.com","maintainer":false}],"readme":"\n\n\n# stabm\n\n[![R-CMD-check](https://github.com/bommert/stabm/workflows/R-CMD-check/badge.svg)](https://github.com/bommert/stabm/actions)\n[![CRAN\nStatus](https://www.r-pkg.org/badges/version-ago/stabm)](https://cran.r-project.org/package=stabm)\n[![DOI](https://joss.theoj.org/papers/10.21105/joss.03010/status.svg)](https://doi.org/10.21105/joss.03010)\n\n`stabm` provides an implementation of many measures which assess the\nstability of feature selection. The following stability measures are\ncurrently included:\n\n``` r\nstabm::listStabilityMeasures()\n#> Name Corrected Adjusted Minimum Maximum\n#> 1 stabilityDavis FALSE FALSE 0 1\n#> 2 stabilityDice FALSE FALSE 0 1\n#> 3 stabilityHamming FALSE FALSE 0 1\n#> 4 stabilityIntersectionCount TRUE TRUE 1\n#> 5 stabilityIntersectionGreedy TRUE TRUE 1\n#> 6 stabilityIntersectionMBM TRUE TRUE 1\n#> 7 stabilityIntersectionMean TRUE TRUE 1\n#> 8 stabilityJaccard FALSE FALSE 0 1\n#> 9 stabilityKappa TRUE FALSE -1 1\n#> 10 stabilityLustgarten TRUE FALSE -1 1\n#> 11 stabilityNogueira TRUE FALSE -1 1\n#> 12 stabilityNovovicova FALSE FALSE 0 1\n#> 13 stabilityOchiai FALSE FALSE 0 1\n#> 14 stabilityPhi TRUE FALSE -1 1\n#> 15 stabilitySechidis FALSE TRUE NA\n#> 16 stabilitySomol TRUE FALSE 0 1\n#> 17 stabilityUnadjusted TRUE FALSE -1 1\n#> 18 stabilityWald TRUE FALSE 1-p 1\n#> 19 stabilityYu TRUE TRUE 1\n#> 20 stabilityZucknick FALSE TRUE 0 1\n```\n\n## Installation\n\nYou can install the released version of stabm from\n[CRAN](https://cran.r-project.org/package=stabm) with:\n\n``` r\ninstall.packages(\"stabm\")\n```\n\nFor the development version, use\n[devtools](https://cran.r-project.org/package=devtools):\n\n``` r\ndevtools::install_github(\"bommert/stabm\")\n```\n\n## Contributions\n\nThis R package is licensed under the\n[LGPL-3](https://www.gnu.org/licenses/lgpl-3.0.en.html). If you\nencounter problems using this software (lack of documentation,\nmisleading or wrong documentation, unexpected behaviour, bugs, …) or\njust want to suggest features, please open an issue in the [issue\ntracker](https://github.com/bommert/stabm/issues). Pull requests are\nwelcome and will be included at the discretion of the author.\n\n## Code of Conduct\n\nPlease note that the `stabm` project is released with a [Contributor\nCode of\nConduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html).\nBy contributing to this project, you agree to abide by its terms.\n\n## Citation\n\nIf you use stabm, please cite our [JOSS\narticle](https://doi.org/10.21105/joss.03010):\n\n @Article{stabm,\n title = {{stabm}: Stability Measures for Feature Selection},\n author = {Andrea Bommert and Michel Lang},\n journal = {Journal of Open Source Software},\n year = {2021},\n doi = {10.21105/joss.03010},\n publisher = {The Open Journal},\n volume = {6},\n number = {59},\n pages = {3010},\n }","jobInfo":{"package":"stabm","version":"1.2.2","parsingStatus":"success","parserVersion":2,"parsedAt":"2023-04-04T15:30:17+0000"}}

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