{ "_id": "6adc56c6077e75fa285b0865", "Package": "catlearn", "Type": "Package", "Title": "Formal Psychological Models of Categorization and Learning", "Version": "1.1", "Date": "2025-03-31", "Encoding": "UTF-8", "Authors@R": "c(person(given = \"Andy\",\nfamily = \"Wills\",\nrole = c(\"aut\", \"cre\"),\nemail = \"andy@willslab.co.uk\"),\nperson(given = \"Lenard\",\nfamily = \"Dome\",\nrole = \"aut\"),\nperson(given = \"Charlotte\",\nfamily = \"Edmunds\",\nrole = \"aut\"),\nperson(given = \"Garrett\",\nfamily = \"Honke\",\nrole = \"aut\"),\nperson(given = \"Angus\",\nfamily = \"Inkster\",\nrole = \"aut\"),\nperson(given = \"René\",\nfamily = \"Schlegelmilch\",\nrole = \"aut\"),\nperson(given = \"Stuart\",\nfamily = \"Spicer\",\nrole = \"aut\"))", "Maintainer": "Andy Wills ", "Description": "Formal psychological models of categorization and\nlearning, independently-replicated data sets against which to\ntest them, and simulation archives.", "License": "GPL (>= 2)", "URL": "https://github.com/ajwills72/catlearn", "BugReports": "https://github.com/ajwills72/catlearn/issues", "LazyData": "true", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-10-24 06:51:09 UTC", "User": "root" }, "Author": "Andy Wills [aut, cre], Lenard Dome [aut], Charlotte Edmunds\n[aut], Garrett Honke [aut], Angus Inkster [aut], René\nSchlegelmilch [aut], Stuart Spicer [aut]", "Repository": "https://cran.r-universe.dev", "Date/Publication": "2025-03-31 12:58:37 UTC", "RemoteUrl": "https://github.com/cran/catlearn", "RemoteRef": "HEAD", "RemoteSha": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "_user": "cran", "_type": "src", "_file": "catlearn_1.1.tar.gz", "_fileid": "https://r2.ropensci.org/4f9a126186746a90cf6780b3c8469e331cd42f5640fa354eb5afdeec42372ce7", "_filesize": 519796, "_sha256": "4f9a126186746a90cf6780b3c8469e331cd42f5640fa354eb5afdeec42372ce7", "_expires": "2027-02-01T06:57:08.000Z", "_created": "2026-10-24T06:51:09.000Z", "_published": "2026-10-24T06:57:10.438Z", "_upstream": "https://github.com/cran/catlearn", "_status": "success", "_maintainer": { "name": "Andy Wills", "email": "andy@willslab.co.uk", "login": "ajwills72", "description": "Professor of Psychology", "uuid": 22420419 }, "_jobs": [ { "job": 120806953315, "time": 135, "config": "linux-devel-arm64", "r": "4.7.0", "check": "NOTE", "artifact": "12552050429" }, { "job": 120806953389, "time": 144, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "12551950792" }, { "job": 120806953307, "time": 179, "config": "linux-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12551458839" }, { "job": 120806953355, "time": 153, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12551403795" }, { "job": 120806241893, "time": 210, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12551137939" }, { "job": 120806953282, "time": 124, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12551756173" }, { "job": 120806953354, "time": 276, "config": "windows-devel-arm64", "r": "4.7.0", "check": "NOTE", "artifact": "12552050699" }, { "job": 120806953342, "time": 143, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "12551855862" }, { "job": 120806953442, "time": 256, "config": "windows-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12551239450" }, { "job": 120806953323, "time": 157, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12551433744" } ], "_buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835", "_commit": { "id": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "author": "Andy Wills ", "committer": "cran-robot ", "message": "version 1.1\n", "time": 1743425917 }, "_distro": "resolute", "_host": "GitHub-Actions", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5", "role": "Depends" }, { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppArmadillo", "version": ">= 0.10.7.5.0", "role": "LinkingTo" }, { "package": "Rcpp", "version": ">= 1.0.0", "role": "Imports" }, { "package": "doParallel", "role": "Imports" }, { "package": "foreach", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "cran", "_selfowned": false, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "ajwills72", "count": 12, "uuid": 22420419 } ], "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "followers": 634, "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 552, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/catlearn" }, "_devurl": "https://github.com/ajwills72/catlearn", "_searchresults": 63, "_topics": [ "openblas", "cpp" ], "_rbuild": "4.6.1", "_assets": [ "extra/catlearn.html", "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/ajwills72/catlearn", "_realowner": "ajwills72", "_cranurl": false, "_releases": [ { "version": "0.3", "date": "2016-08-18" }, { "version": "0.4", "date": "2017-02-23" }, { "version": "0.5", "date": "2017-12-11" }, { "version": "0.6", "date": "2018-07-17" }, { "version": "0.6.1", "date": "2019-02-18" }, { "version": "0.6.2", "date": "2019-03-18" }, { "version": "0.7.1", "date": "2019-10-10" }, { "version": "0.8", "date": "2020-09-16" }, { "version": "0.9", "date": "2022-03-23" }, { "version": "0.9.1", "date": "2022-03-25" }, { "version": "1.0", "date": "2023-04-04" }, { "version": "1.1", "date": "2025-03-31" } ], "_exports": [ "act2probrat", "convertSUSTAIN", "krus96exit", "krus96train", "medin87train", "nosof88exalcove", "nosof88exalcove_opt", "nosof88oat", "nosof88protoalcove", "nosof88protoalcove_opt", "nosof88train", "nosof94bnalcove", "nosof94exalcove", "nosof94exalcove_opt", "nosof94oat", "nosof94plot", "nosof94sustain", "nosof94train", "shin92exalcove", "shin92exalcove_opt", "shin92oat", "shin92protoalcove", "shin92protoalcove_opt", "shin92train", "slpALCOVE", "slpBM", "slpCOVIS", "slpDGCM", "slpDIVA", "slpEXIT", "slpLMSnet", "slpMack75", "slpMBMF", "slpNNCAG", "slpNNRAS", "slpRW", "slpSUSTAIN", "ssecl", "stsimGCM" ], "_datasets": [ { "name": "homa76", "title": "Category breadth CIRP", "object": "homa76", "class": [ "data.frame" ], "fields": [ "phase", "cond", "stim", "catsize", "val" ], "rows": 36, "table": true, "tojson": true }, { "name": "krus96", "title": "Inverse Base-rate Effect AP", "object": "krus96", "class": [ "data.frame" ], "fields": [ "symptom", "disease", "prop" ], "rows": 36, "table": true, "tojson": true }, { "name": "nosof88", "title": "Instantiation frequency CIRP", "object": "nosof88", "class": [ "data.frame" ], "fields": [ "cond", "stim", "c2acc" ], "rows": 36, "table": true, "tojson": true }, { "name": "nosof94", "title": "Type I-VI category structure CIRP", "object": "nosof94", "class": [ "data.frame" ], "fields": [ "type", "block", "error" ], "rows": 96, "table": true, "tojson": true }, { "name": "shin92", "title": "Category size CIRP", "object": "shin92", "class": [ "data.frame" ], "fields": [ "catsize", "cat", "stim", "c2acc" ], "rows": 46, "table": true, "tojson": true }, { "name": "thegrid", "title": "Ordinal adequacy results for all catlearn simulations", "object": "thegrid", "class": [ "data.frame" ], "fields": [ "id", "cirp", "model", "result", "sim", "oat" ], "rows": 6, "table": true, "tojson": true } ], "_help": [ { "page": "catlearn-package", "title": "Formal Modeling for Psychology.", "topics": [ "catlearn-package" ] }, { "page": "act2probrat", "title": "Convert output activation to a rating of outcome probability", "topics": [ "act2probrat" ] }, { "page": "convertSUSTAIN", "title": "Convert nominal-dimension input representation into a 'padded' (slpSUSTAIN) format", "topics": [ "convertSUSTAIN" ] }, { "page": "homa76", "title": "Category breadth CIRP", "topics": [ "homa76" ] }, { "page": "krus96", "title": "Inverse Base-rate Effect AP", "topics": [ "krus96" ] }, { "page": "krus96exit", "title": "Simulation of AP krus96 with EXIT model", "topics": [ "krus96exit" ] }, { "page": "krus96train", "title": "Input representation of krus96 for models input-compatible with slpEXIT", "topics": [ "krus96train" ] }, { "page": "medin87train", "title": "Input representation of Exp. 1 in Medin et al. (1987) for models input-compatible with slpALCOVE or slpSUSTAIN.", "topics": [ "medin87train" ] }, { "page": "nosof88", "title": "Instantiation frequency CIRP", "topics": [ "nosof88" ] }, { "page": "nosof88exalcove", "title": "Simulation of CIRP nosof88 with ex-ALCOVE model", "topics": [ "nosof88exalcove" ] }, { "page": "nosof88exalcove_opt", "title": "Parameter optimization of ex-ALCOVE model with nosof88 CIRP", "topics": [ "nosof88exalcove_opt" ] }, { "page": "nosof88oat", "title": "Ordinal adequacy test for simulations of nosof88 CIRP", "topics": [ "nosof88oat" ] }, { "page": "nosof88protoalcove", "title": "Simulation of CIRP nosof88 with proto-ALCOVE model", "topics": [ "nosof88protoalcove" ] }, { "page": "nosof88protoalcove_opt", "title": "Parameter optimization of proto-ALCOVE model with nosof88 CIRP", "topics": [ "nosof88protoalcove_opt" ] }, { "page": "nosof88train", "title": "Input representation of nosof88 for models input-compatible with slpALCOVE.", "topics": [ "nosof88train" ] }, { "page": "nosof94", "title": "Type I-VI category structure CIRP", "topics": [ "nosof94" ] }, { "page": "nosof94bnalcove", "title": "Simulation of CIRP nosof94 with BN-ALCOVE model", "topics": [ "nosof94bnalcove" ] }, { "page": "nosof94exalcove", "title": "Simulation of CIRP nosof94 with ex-ALCOVE model", "topics": [ "nosof94exalcove" ] }, { "page": "nosof94exalcove_opt", "title": "Parameter optimization of ex-ALCOVE model with nosof94 CIRP", "topics": [ "nosof94exalcove_opt" ] }, { "page": "nosof94oat", "title": "Ordinal adequacy test for simulations of nosof94 CIRP", "topics": [ "nosof94oat" ] }, { "page": "nosof94plot", "title": "Plot Nosofsky et al. (1994) data / simulations", "topics": [ "nosof94plot" ] }, { "page": "nosof94sustain", "title": "Simulation of CIRP nosof94 with the SUSTAIN model", "topics": [ "nosof94sustain" ] }, { "page": "nosof94train", "title": "Input representation of nosof94 for models input-compatible with slpALCOVE or slpSUSTAIN", "topics": [ "nosof94train" ] }, { "page": "shin92", "title": "Category size CIRP", "topics": [ "shin92" ] }, { "page": "shin92exalcove", "title": "Simulation of CIRP shin92 with ex-ALCOVE model", "topics": [ "shin92exalcove" ] }, { "page": "shin92exalcove_opt", "title": "Parameter optimization of ex-ALCOVE model with shin92 CIRP", "topics": [ "shin92exalcove_opt" ] }, { "page": "shin92oat", "title": "Ordinal adequacy test for simulations of shin92 CIRP", "topics": [ "shin92oat" ] }, { "page": "shin92protoalcove", "title": "Simulation of CIRP shin92 with proto-ALCOVE model", "topics": [ "shin92protoalcove" ] }, { "page": "shin92protoalcove_opt", "title": "Parameter optimization of proto-ALCOVE model with shin92 CIRP", "topics": [ "shin92protoalcove_opt" ] }, { "page": "shin92train", "title": "Input representation of shin92 for models input-compatible with slpALCOVE.", "topics": [ "shin92train" ] }, { "page": "slpALCOVE", "title": "ALCOVE category learning model", "topics": [ "slpALCOVE" ] }, { "page": "slpBM", "title": "Bush & Mosteller (1951) simple associative learning model", "topics": [ "slpBM" ] }, { "page": "slpCOVIS", "title": "COVIS category learning model", "topics": [ "slpCOVIS" ] }, { "page": "slpDGCM", "title": "Similarity-Dissimilarity Generalized Context Model (DGCM)", "topics": [ "slpDGCM" ] }, { "page": "slpDIVA", "title": "DIVA category learning model", "topics": [ "slpDIVA" ] }, { "page": "slpEXIT", "title": "EXIT Category Learning Model", "topics": [ "slpEXIT" ] }, { "page": "slpLMSnet", "title": "Gluck & Bower (1988) network model", "topics": [ "slpLMSnet" ] }, { "page": "slpMack75", "title": "Mackintosh (1975) associative learning model", "topics": [ "slpMack75" ] }, { "page": "slpMBMF", "title": "MB/MF reinforcement learning model", "topics": [ "slpMBMF" ] }, { "page": "slpNNCAG", "title": "A Neural Network with Competitive Attentional Gating (NNCAG)", "topics": [ "slpNNCAG" ] }, { "page": "slpNNRAS", "title": "A Neural Network with Rapid Attentional Shifts (NNRAS)", "topics": [ "slpNNRAS" ] }, { "page": "slpRW", "title": "Rescorla-Wagner (1972) associative learning model.", "topics": [ "slpRW" ] }, { "page": "slpSUSTAIN", "title": "SUSTAIN Category Learning Model", "topics": [ "slpSUSTAIN" ] }, { "page": "ssecl", "title": "Sum of squared errors", "topics": [ "ssecl" ] }, { "page": "stsimGCM", "title": "Generalized Context Model", "topics": [ "stsimGCM" ] }, { "page": "thegrid", "title": "Ordinal adequacy results for all catlearn simulations", "topics": [ "thegrid" ] } ], "_readme": "https://github.com/cran/catlearn/raw/HEAD/README.md", "_rundeps": [ "cli", "codetools", "cpp11", "doParallel", "dplyr", "foreach", "generics", "glue", "iterators", "lifecycle", "magrittr", "pillar", "pkgconfig", "purrr", "R6", "Rcpp", "RcppArmadillo", "rlang", "stringi", "stringr", "tibble", "tidyr", "tidyselect", "utf8", "vctrs", "withr" ], "_sysdeps": [ { "shlib": "libblas", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.32+ds-5", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "16-20260322-1ubuntu1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" } ], "_score": 2.4983105537896004, "_indexed": false, "_nocasepkg": "catlearn", "_universes": [ "cran" ], "_indexurl": "https://ajwills72.r-universe.dev/catlearn", "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.1", "date": "2026-10-24T06:53:29.000Z", "distro": "resolute", "arch": "aarch64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/f72f8209589ee91af2af38d7ac878c2b17d73d695c58d71dcd028b23123751e7", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.7.0", "os": "linux", "version": "1.1", "date": "2026-10-24T06:53:47.000Z", "distro": "resolute", "arch": "x86_64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/8be3ffcbe6296a77544032aa90aa9b3c021f4441b05411449de0442398197b1c", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.6.1", "os": "linux", "version": "1.1", "date": "2026-10-24T06:54:17.000Z", "distro": "resolute", "arch": "aarch64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/9c191af198367917817613ec12a14d8c353cd1559fc07c8d9b9b72e5f542abdb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.6.1", "os": "linux", "version": "1.1", "date": "2026-10-24T06:53:40.000Z", "distro": "resolute", "arch": "x86_64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/29be2d7e527ea6a3efd0b294df200f5dff139bff04d517b5a66ac144f2b4f6f9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.6.0", "os": "wasm", "version": "1.1", "date": "2026-10-24T06:53:40.000Z", "arch": "emscripten", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/79fdefceb7e2b54bfce718a699951f8c916563e4682d9240270959e6cfee1263", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.7.0", "os": "win", "version": "1.1", "date": "2026-10-24T06:55:19.000Z", "arch": "aarch64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/1c28a77877773ea9696b7bc2535f2b379ece8b816b9be0552bdb27bfe952cb93", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.7.0", "os": "win", "version": "1.1", "date": "2026-10-24T06:52:52.000Z", "arch": "x86_64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/ee08ce747bfaf82fb2d13e75e9eeea86c786168be7cf70d0f99db0d511f9703a", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.6.1", "os": "win", "version": "1.1", "date": "2026-10-24T06:55:03.000Z", "arch": "aarch64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/0159f8715c9ecc24ae708bf94115f8a18c602bbf2ad3321e63b0d690fd947b3a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" }, { "r": "4.6.1", "os": "win", "version": "1.1", "date": "2026-10-24T06:53:01.000Z", "arch": "x86_64", "commit": "3a6bc36d74c0894f2059e3f1854ce6c7de82b899", "fileid": "https://r2.ropensci.org/da2dec4c4b8e1d9e857c7c35d927007021649f6aadcfa974827a1bfdb319086f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/40071642835" } ] }