{ "_id": "6a10383cacfb0bcc41c9aa1a", "Package": "kldest", "Type": "Package", "Title": "Sample-Based Estimation of Kullback-Leibler Divergence", "Version": "1.0.0.9001", "Authors@R": "person(\"Niklas\", \"Hartung\", , \"niklas.hartung@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0002-4000-6525\"))", "Maintainer": "Niklas Hartung ", "Description": "Estimation algorithms for Kullback-Leibler divergence\nbetween two probability distributions, based on one or two\nsamples, and including uncertainty quantification.\nDistributions can be uni- or multivariate and continuous,\ndiscrete or mixed.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "RoxygenNote": "7.2.3", "Roxygen": "list(markdown = TRUE)", "Config/testthat/edition": "3", "Config/Needs/website": "ggplot2, reshape2, MASS", "URL": "https://niklhart.github.io/kldest/", "BugReports": "https://github.com/niklhart/kldest/issues", "Repository": "https://niklhart.r-universe.dev", "Date/Publication": "2024-09-19 15:02:32 UTC", "RemoteUrl": "https://github.com/niklhart/kldest", "RemoteRef": "HEAD", "RemoteSha": "c017f05a9d75fb02c56ff5390d733e174253370b", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-12 06:04:12 UTC", "User": "root" }, "Author": "Niklas Hartung [aut, cre, cph] (ORCID:\n)", "MD5sum": "77d84573ce96635329f8ebb3723f4ef9", "_user": "niklhart", "_type": "src", "_file": "kldest_1.0.0.9001.tar.gz", "_fileid": "80207178df970893798766c50e5c0a1dea0bd9105527e156894cb2cd51c473f3", "_filesize": 278046, "_sha256": "80207178df970893798766c50e5c0a1dea0bd9105527e156894cb2cd51c473f3", "_created": "2026-05-12T06:04:12.000Z", "_published": "2026-05-22T11:04:28.090Z", "_distro": "noble", "_jobs": [ { "job": 77366991686, "time": 122, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6936864742" }, { "job": 77366991662, "time": 126, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6936882209" }, { "job": 77366991926, "time": 188, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6936869868" }, { "job": 77366991927, "time": 154, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6936864574" }, { "job": 77366991223, "time": 169, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6936836035" }, { "job": 77366991458, "time": 106, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7158965887" }, { "job": 77366992020, "time": 76, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6936853933" }, { "job": 77366991875, "time": 73, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6936853217" }, { "job": 77366991700, "time": 108, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6936862226" } ], "_buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/niklhart/kldest", "_commit": { "id": "c017f05a9d75fb02c56ff5390d733e174253370b", "author": "Niklas Hartung ", "committer": "Niklas Hartung ", "message": "included failing example (torch required) into dontrun.\n", "time": 1726758152 }, "_maintainer": { "name": "Niklas Hartung", "email": "niklas.hartung@gmail.com", "login": "niklhart", "orcid": "0000-0002-4000-6525", "uuid": 69799120 }, "_registered": true, "_dependencies": [ { "package": "stats", "role": "Imports" }, { "package": "RANN", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "KernSmooth", "role": "Suggests" }, { "package": "torch", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "niklhart", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 3, "_contributors": [ { "user": "niklhart", "count": 75, "uuid": 69799120 } ], "_userbio": { "uuid": 69799120, "type": "user", "name": "Niklas Hartung" }, "_downloads": { "count": 183, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/kldest" }, "_devurl": "https://github.com/niklhart/kldest", "_pkgdown": "https://niklhart.github.io/kldest/", "_searchresults": 23, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/kldest.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/niklhart/kldest", "_realowner": "niklhart", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2024-04-09" } ], "_exports": [ "combinations", "constDiagMatrix", "convergence_rate", "kld_ci_bootstrap", "kld_ci_subsampling", "kld_discrete", "kld_est", "kld_est_brnn", "kld_est_discrete", "kld_est_kde1", "kld_est_kde2", "kld_est_neural", "kld_est_nn", "kld_exponential", "kld_gaussian", "kld_uniform", "kld_uniform_gaussian", "mvdnorm", "to_uniform_scale", "trapz" ], "_help": [ { "page": "combinations", "title": "Combinations of input arguments", "topics": [ "combinations" ] }, { "page": "constDiagMatrix", "title": "Constant plus diagonal matrix", "topics": [ "constDiagMatrix" ] }, { "page": "convergence_rate", "title": "Empirical convergence rate of a KL divergence estimator", "topics": [ "convergence_rate" ] }, { "page": "is_two_sample", "title": "Detect if a one- or two-sample problem is specified", "topics": [ "is_two_sample" ] }, { "page": "kld_ci_bootstrap", "title": "Uncertainty of KL divergence estimate using Efron's bootstrap.", "topics": [ "kld_ci_bootstrap" ] }, { "page": "kld_ci_subsampling", "title": "Uncertainty of KL divergence estimate using Politis/Romano's subsampling bootstrap.", "topics": [ "kld_ci_subsampling" ] }, { "page": "kld_discrete", "title": "Analytical KL divergence for two discrete distributions", "topics": [ "kld_discrete" ] }, { "page": "kld_est", "title": "Kullback-Leibler divergence estimator for discrete, continuous or mixed data.", "topics": [ "kld_est" ] }, { "page": "kld_est_brnn", "title": "Bias-reduced generalized k-nearest-neighbour KL divergence estimation", "topics": [ "kld_est_brnn" ] }, { "page": "kld_est_discrete", "title": "Plug-in KL divergence estimator for samples from discrete distributions", "topics": [ "kld_est_discrete" ] }, { "page": "kld_est_kde", "title": "Kernel density-based Kullback-Leibler divergence estimation in any dimension", "topics": [ "kld_est_kde" ] }, { "page": "kld_est_kde1", "title": "1-D kernel density-based estimation of Kullback-Leibler divergence", "topics": [ "kld_est_kde1" ] }, { "page": "kld_est_kde2", "title": "2-D kernel density-based estimation of Kullback-Leibler divergence", "topics": [ "kld_est_kde2" ] }, { "page": "kld_est_neural", "title": "Neural KL divergence estimation (Donsker-Varadhan representation) using 'torch'", "topics": [ "kld_est_neural" ] }, { "page": "kld_est_nn", "title": "k-nearest neighbour KL divergence estimator", "topics": [ "kld_est_nn" ] }, { "page": "kld_exponential", "title": "Analytical KL divergence for two univariate exponential distributions", "topics": [ "kld_exponential" ] }, { "page": "kld_gaussian", "title": "Analytical KL divergence for two uni- or multivariate Gaussian distributions", "topics": [ "kld_gaussian" ] }, { "page": "kld_uniform", "title": "Analytical KL divergence for two uniform distributions", "topics": [ "kld_uniform" ] }, { "page": "kld_uniform_gaussian", "title": "Analytical KL divergence between a uniform and a Gaussian distribution", "topics": [ "kld_uniform_gaussian" ] }, { "page": "mvdnorm", "title": "Probability density function of multivariate Gaussian distribution", "topics": [ "mvdnorm" ] }, { "page": "to_uniform_scale", "title": "Transform samples to uniform scale", "topics": [ "to_uniform_scale" ] }, { "page": "tr", "title": "Matrix trace operator", "topics": [ "tr" ] }, { "page": "trapz", "title": "Trapezoidal integration in 1 or 2 dimensions", "topics": [ "trapz" ] } ], "_readme": "https://github.com/niklhart/kldest/raw/HEAD/README.md", "_rundeps": [ "RANN" ], "_score": 3.537819095073274, "_indexed": true, "_nocasepkg": "kldest", "_universes": [ "niklhart" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.0.9001", "date": "2026-05-12T06:06:13.000Z", "distro": "noble", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "cad42b2721d51c51d744c5dd04bc4ea4826b4c574feb249e7b3cfc7437cf9ae6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.6.0", "os": "linux", "version": "1.0.0.9001", "date": "2026-05-12T06:07:27.000Z", "distro": "noble", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "038901c88d3a65d93836806296990be9dfcd46608e1c6d67a8ab8f5bfaf1363d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0.9001", "date": "2026-05-12T06:06:36.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "f1406826081a1b8dba127303ce9f6ddf72fcc401d9d247df9b4ab20b7cc89a8d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.6.0", "os": "mac", "version": "1.0.0.9001", "date": "2026-05-12T06:06:11.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "89f0887b39951ab42e7d35cb1ef439db0c331db3824c07ca35405e2215887faa", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.7.0", "os": "win", "version": "1.0.0.9001", "date": "2026-05-12T06:05:21.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "c2116fe83b5b2ef94909adcc1926d03de7c740f877b78b2b00099027f37d8588", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.5.3", "os": "win", "version": "1.0.0.9001", "date": "2026-05-12T06:05:19.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "a64fd724cfdad80da5b185e53e4be7693dd452636197e05e0847bc00eb3dc1fb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.6.0", "os": "win", "version": "1.0.0.9001", "date": "2026-05-12T06:05:54.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "1fc8d327ed973c80339e8c15411d34ea18403e318e853eec3166c303dc2b055c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0.9001", "date": "2026-05-22T11:04:10.000Z", "commit": "c017f05a9d75fb02c56ff5390d733e174253370b", "fileid": "46a1aa9108e1679c03efccbbeb4a6e992ac9ea28d106973a38de2332e4323812", "status": "success", "buildurl": "https://github.com/r-universe/niklhart/actions/runs/25716508847" } ] }