{ "_id": "6a17e3fcacfb0bcc41da0691", "Package": "NeuralEstimators", "Title": "Likelihood-Free Parameter Estimation using Neural Networks", "Version": "0.2.1", "Authors@R": "person(given = \"Matthew\",\nfamily = \"Sainsbury-Dale\",\nrole = c(\"aut\", \"cre\"),\nemail = \"msainsburydale@gmail.com\")", "Description": "An 'R' interface to the 'Julia' package\n'NeuralEstimators.jl'. The package facilitates the\nuser-friendly development of neural Bayes estimators, which are\nneural networks that map data to a point summary of the\nposterior distribution (Sainsbury-Dale et al., 2024,\n). These estimators are\nlikelihood-free and amortised, in the sense that, once the\nneural networks are trained on simulated data, inference from\nobserved data can be made in a fraction of the time required by\nconventional approaches. The package also supports amortised\nBayesian or frequentist inference using neural networks that\napproximate the posterior or likelihood-to-evidence ratio\n(Zammit-Mangion et al., 2025, Sec. 3.2, 5.2,\n). The package accommodates any\nmodel for which simulation is feasible by allowing users to\ndefine models implicitly through simulated data.", "Maintainer": "Matthew Sainsbury-Dale ", "License": "GPL (>= 2)", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Config/testthat/edition": "3", "SystemRequirements": "Julia (>= 1.11)", "VignetteBuilder": "R.rsp", "URL": "https://github.com/msainsburydale/NeuralEstimators,\nhttps://msainsburydale.github.io/NeuralEstimators.jl/dev/", "Repository": "https://msainsburydale.r-universe.dev", "Date/Publication": "2026-04-28 08:53:16 UTC", "RemoteUrl": "https://github.com/msainsburydale/neuralestimators", "RemoteRef": "HEAD", "RemoteSha": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-28 06:39:07 UTC", "User": "root" }, "Author": "Matthew Sainsbury-Dale [aut, cre]", "MD5sum": "7ead65f122add59890bb3383fbd56456", "_user": "msainsburydale", "_type": "src", "_file": "NeuralEstimators_0.2.1.tar.gz", "_fileid": "a8e444ddcbd09e800b35018a0c9cdb50dcecabe02a8945c6029137120ad7dd88", "_filesize": 656789, "_sha256": "a8e444ddcbd09e800b35018a0c9cdb50dcecabe02a8945c6029137120ad7dd88", "_created": "2026-05-28T06:39:07.000Z", "_published": "2026-05-28T06:43:08.355Z", "_distro": "noble", "_jobs": [ { "job": 78237416245, "time": 156, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7259331764" }, { "job": 78237416256, "time": 138, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7259327754" }, { "job": 78237416252, "time": 165, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7259338792" }, { "job": 78237416255, "time": 135, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7259335154" }, { "job": 78237052570, "time": 179, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7259293729" }, { "job": 78237416241, "time": 125, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7259324509" }, { "job": 78237416247, "time": 89, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7259315612" }, { "job": 78237416273, "time": 112, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7259321514" }, { "job": 78237416375, "time": 87, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7259315475" } ], "_buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/msainsburydale/neuralestimators", "_commit": { "id": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "author": "msainsburydale ", "committer": "msainsburydale ", "message": "Small changes for CRAN resubmission\n", "time": 1777366396 }, "_maintainer": { "name": "Matthew Sainsbury-Dale", "email": "msainsburydale@gmail.com", "login": "mattsainsburydale", "description": "", "uuid": 41557134 }, "_registered": true, "_dependencies": [ { "package": "JuliaConnectoR", "role": "Imports" }, { "package": "magrittr", "role": "Imports" }, { "package": "dplyr", "role": "Suggests" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "ggplotify", "role": "Suggests" }, { "package": "ggpubr", "role": "Suggests" }, { "package": "gridExtra", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "markdown", "role": "Suggests" }, { "package": "R.rsp", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "msainsburydale", "_selfowned": true, "_usedby": 1, "_updates": [ { "week": "2026-05", "n": 1 }, { "week": "2026-16", "n": 4 }, { "week": "2026-18", "n": 2 } ], "_tags": [], "_stars": 13, "_contributors": [ { "user": "msainsburydale", "count": 80, "uuid": 58652976 }, { "user": "andrewzm", "count": 1, "uuid": 150125 } ], "_userbio": { "uuid": 58652976, "type": "user", "name": "Matthew Sainsbury-Dale" }, "_downloads": { "count": 517, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/NeuralEstimators" }, "_devurl": "https://github.com/msainsburydale/neuralestimators", "_searchresults": 21, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NeuralEstimators.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/msainsburydale/neuralestimators", "_realowner": "msainsburydale", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2024-09-11" }, { "version": "0.1.1", "date": "2024-11-03" }, { "version": "0.1.2", "date": "2024-12-19" }, { "version": "0.1.3", "date": "2025-01-17" }, { "version": "0.2.0", "date": "2025-03-02" }, { "version": "0.2.1", "date": "2026-04-28" } ], "_exports": [ "assess", "bias", "bootstrap", "encodedata", "estimate", "loadstate", "logratio", "plotdistribution", "plotestimates", "risk", "rmse", "sampleposterior", "savestate", "spatialgraph", "tanhloss", "train" ], "_help": [ { "page": "assess", "title": "assess a neural estimator", "topics": [ "assess" ] }, { "page": "bias", "title": "computes a Monte Carlo approximation of an estimator's bias", "topics": [ "bias" ] }, { "page": "bootstrap", "title": "bootstrap", "topics": [ "bootstrap" ] }, { "page": "encodedata", "title": "encodedata", "topics": [ "encodedata" ] }, { "page": "estimate", "title": "estimate", "topics": [ "estimate" ] }, { "page": "loadstate", "title": "Load a saved state of a neural estimator", "topics": [ "loadstate" ] }, { "page": "logratio", "title": "logratio", "topics": [ "logratio" ] }, { "page": "plotdistribution", "title": "Plot the empirical sampling distribution of an estimator.", "topics": [ "plotdistribution" ] }, { "page": "plotestimates", "title": "Plot estimates vs. true values.", "topics": [ "plotestimates" ] }, { "page": "risk", "title": "computes a Monte Carlo approximation of an estimator's Bayes risk", "topics": [ "risk" ] }, { "page": "rmse", "title": "computes a Monte Carlo approximation of an estimator's root-mean-square error (RMSE)", "topics": [ "rmse" ] }, { "page": "sampleposterior", "title": "sampleposterior", "topics": [ "sampleposterior" ] }, { "page": "savestate", "title": "save the state of a neural estimator", "topics": [ "savestate" ] }, { "page": "spatialgraph", "title": "spatialgraph", "topics": [ "spatialgraph" ] }, { "page": "tanhloss", "title": "tanhloss", "topics": [ "tanhloss" ] }, { "page": "train", "title": "Train a neural estimator", "topics": [ "train" ] } ], "_readme": "https://github.com/msainsburydale/neuralestimators/raw/HEAD/README.md", "_rundeps": [ "JuliaConnectoR", "magrittr" ], "_vignettes": [ { "source": "NeuralEstimators.html.asis", "filename": "NeuralEstimators.html", "title": "Introduction to NeuralEstimators", "engine": "R.rsp::asis", "headings": [], "created": "2024-12-01 06:25:46", "modified": "2024-12-01 06:25:46", "commits": 1 }, { "source": "NeuralEstimators_IncompleteData.html.asis", "filename": "NeuralEstimators_IncompleteData.html", "title": "NeuralEstimators with Incomplete Gridded Data", "engine": "R.rsp::asis", "headings": [], "created": "2024-12-01 06:25:46", "modified": "2024-12-01 06:25:46", "commits": 1 } ], "_score": 6.390405156480082, "_indexed": true, "_nocasepkg": "neuralestimators", "_universes": [ "msainsburydale", "mattsainsburydale" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.1", "date": "2026-05-28T06:41:41.000Z", "distro": "noble", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "7afc4140359a43870e13fa09e53d2a7791e48354bdc9c03d0d29a88ef2c07ebc", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.6.0", "os": "linux", "version": "0.2.1", "date": "2026-05-28T06:41:27.000Z", "distro": "noble", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "b321aeb56cb22015dcbda8027bae2a1977407adf242e5271379595ea4447c84f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.5.3", "os": "mac", "version": "0.2.1", "date": "2026-05-28T06:42:15.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "f56ef089de122cf67c5b419b3b49043255c6dd4c0dbf1913376802742fc33178", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.6.0", "os": "mac", "version": "0.2.1", "date": "2026-05-28T06:42:00.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "02dd75fc83e97ad22d7a18a3d555905e3e7cc235ad461e0622bbf7c5b66b52dc", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.1", "date": "2026-05-28T06:41:25.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "82bdb6f5826c9880df194ca0a69ec41daea17232825dddbcd8c92c717bfa64eb", "status": "success", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.7.0", "os": "win", "version": "0.2.1", "date": "2026-05-28T06:40:30.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "6f26475eaf57b75704431a70eb62634598cb84a68810885f2e7e58514ef535ef", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.5.3", "os": "win", "version": "0.2.1", "date": "2026-05-28T06:40:38.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "7e69db7deb6898140f1770337f90078029a6b1b6bee3e8fbedf6f0193f4404c4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" }, { "r": "4.6.0", "os": "win", "version": "0.2.1", "date": "2026-05-28T06:40:29.000Z", "commit": "9d8134bec5d35061ffab02c91cb2cf9ea33ba549", "fileid": "dd1445ae52da11136830a4c42d63a5b077c12e12b15be6538021f9257df1d57a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/msainsburydale/actions/runs/26558940769" } ] }