{ "_id": "6a17de04acfb0bcc41d9cde0", "Package": "diffpriv", "Type": "Package", "Title": "Easy Differential Privacy", "Version": "0.4.2.9000", "Date": "2017-07-18", "Authors@R": "c(\nperson(\"Benjamin\", \"Rubinstein\", email = \"brubinstein@unimelb.edu.au\", role = c(\"aut\", \"cre\")),\nperson(\"Francesco\", \"Aldà\", email = \"francesco.alda@gmail.com\", role = \"aut\"))", "Description": "An implementation of major general-purpose mechanisms for\nprivatizing statistics, models, and machine learners, within\nthe framework of differential privacy of Dwork et al. (2006)\n. Example mechanisms include the\nLaplace mechanism for releasing numeric aggregates, and the\nexponential mechanism for releasing set elements. A sensitivity\nsampler (Rubinstein & Alda, 2017) permits\nsampling target non-private function sensitivity; combined with\nthe generic mechanisms, it permits turn-key privatization of\narbitrary programs.", "License": "MIT + file LICENSE", "URL": "https://github.com/brubinstein/diffpriv,\nhttp://brubinstein.github.io/diffpriv", "BugReports": "https://github.com/brubinstein/diffpriv/issues", "RoxygenNote": "6.0.1", "VignetteBuilder": "knitr", "Encoding": "UTF-8", "Collate": "'utils.R' 'bernstein_polynomials.R' 'privacy_params.R'\n'mechanisms.R' 'bernstein_mechanism.R' 'diffpriv.R'\n'exponential_mechanism.R' 'numeric_mechanism.R'\n'gaussian_mechanism.R' 'laplace_mechanism.R'\n'sensitivity_sampler.R'", "Config/pak/sysreqs": "libgsl0-dev", "Repository": "https://brubinstein.r-universe.dev", "Date/Publication": "2022-07-01 05:30:18 UTC", "RemoteUrl": "https://github.com/brubinstein/diffpriv", "RemoteRef": "HEAD", "RemoteSha": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-28 06:03:53 UTC", "User": "root" }, "Author": "Benjamin Rubinstein [aut, cre],\nFrancesco Aldà [aut]", "Maintainer": "Benjamin Rubinstein ", "MD5sum": "dc6058010c7514e0d25913ada3acaca0", "_user": "brubinstein", "_type": "src", "_file": "diffpriv_0.4.2.9000.tar.gz", "_fileid": "83c6aeeda91394383d02b99f889f25927f8b82a6443d1e1b86f1e8692df6bd76", "_filesize": 730314, "_sha256": "83c6aeeda91394383d02b99f889f25927f8b82a6443d1e1b86f1e8692df6bd76", "_created": "2026-05-28T06:03:53.000Z", "_published": "2026-05-28T06:17:40.503Z", "_distro": "noble", "_jobs": [ { "job": 78233298913, "time": 133, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7258832537" }, { "job": 78233298961, "time": 125, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7258831289" }, { "job": 78233298912, "time": 146, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7258843612" }, { "job": 78233298968, "time": 717, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7258846089" }, { "job": 78232924402, "time": 206, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7258802814" }, { "job": 78233298904, "time": 111, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7258828348" }, { "job": 78233298884, "time": 75, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7258820426" }, { "job": 78233298894, "time": 67, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7258818471" }, { "job": 78233298862, "time": 71, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7258819561" } ], "_buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/brubinstein/diffpriv", "_commit": { "id": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "author": "Benjamin Rubinstein ", "committer": "GitHub ", "message": "Merge pull request #5 from CaptainEmerson/patch-1\n\nfix typo", "time": 1656653418 }, "_maintainer": { "name": "Benjamin Rubinstein", "email": "brubinstein@unimelb.edu.au" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.4.0", "role": "Depends" }, { "package": "gsl", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "randomNames", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "brubinstein", "_selfowned": true, "_usedby": 1, "_updates": [], "_tags": [], "_topics": [ "data-science", "differential-privacy", "diffpriv", "machine-learning", "statistics" ], "_stars": 69, "_contributors": [ { "user": "brubinstein", "count": 66, "uuid": 18631308 }, { "user": "captainemerson", "count": 1, "uuid": 5417003 } ], "_userbio": { "uuid": 18631308, "type": "user", "name": "Benjamin Rubinstein", "description": "Academic at the University of Melbourne, Australia.\r\nFormer Microsoft Research.\r\nBerkeley PhD." }, "_downloads": { "count": 224, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/diffpriv" }, "_devurl": "https://github.com/brubinstein/diffpriv", "_searchresults": 53, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/diffpriv.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/brubinstein/diffpriv", "_realowner": "brubinstein", "_cranurl": true, "_releases": [ { "version": "0.4.2", "date": "2017-07-18" } ], "_exports": [ "bernstein", "DPMechBernstein", "DPMechExponential", "DPMechGaussian", "DPMechLaplace", "DPMechNumeric", "DPParamsDel", "DPParamsEps", "DPParamsGam", "releaseResponse", "sensitivityNorm", "sensitivitySampler", "sensitivitySamplerManual" ], "_help": [ { "page": "bernstein", "title": "Fit a Bernstein polynomial approximation.", "topics": [ "bernstein" ] }, { "page": "diffpriv", "title": "'diffpriv': practical differential privacy in R.", "topics": [ "diffpriv-package", "diffpriv" ] }, { "page": "DPMech-class", "title": "An S4 class for differentially-private mechanisms.", "topics": [ "DPMech-class" ] }, { "page": "DPMechBernstein-class", "title": "An S4 class for the Bernstein mechanism of differential privacy.", "topics": [ "DPMechBernstein", "DPMechBernstein-class", "releaseResponse,DPMechBernstein,DPParamsEps-method", "sensitivityNorm,DPMechBernstein-method", "show,DPMechBernstein-method" ] }, { "page": "DPMechExponential-class", "title": "An S4 class for the exponential mechanism of differential privacy.", "topics": [ "DPMechExponential", "DPMechExponential-class", "releaseResponse,DPMechExponential,DPParamsEps-method", "sensitivityNorm,DPMechExponential-method", "show,DPMechExponential-method" ] }, { "page": "DPMechGaussian-class", "title": "An S4 class for the Gaussian mechanism of differential privacy.", "topics": [ "DPMechGaussian", "DPMechGaussian-class", "show,DPMechGaussian-method" ] }, { "page": "DPMechLaplace-class", "title": "An S4 class for the Laplace mechanism of differential privacy.", "topics": [ "DPMechLaplace", "DPMechLaplace-class", "show,DPMechLaplace-method" ] }, { "page": "DPMechNumeric-class", "title": "A virtual S4 class for differentially-private numeric mechanisms.", "topics": [ "DPMechNumeric", "DPMechNumeric-class", "releaseResponse,DPMechNumeric,DPParamsEps-method", "sensitivityNorm,DPMechNumeric-method", "show,DPMechNumeric-method" ] }, { "page": "DPParamsDel-class", "title": "An S4 class for relaxed differential privacy parameters.", "topics": [ "DPParamsDel", "DPParamsDel-class", "getDelta,DPParamsDel-method", "setDelta<-,DPParamsDel-method", "show,DPParamsDel-method", "toGamma,DPParamsDel,numeric-method" ] }, { "page": "DPParamsEps-class", "title": "An S4 class for basic differential privacy parameters.", "topics": [ "DPParamsEps", "DPParamsEps-class", "getEpsilon,DPParamsEps-method", "setEpsilon<-,DPParamsEps-method", "show,DPParamsEps-method", "toGamma,DPParamsEps,numeric-method" ] }, { "page": "DPParamsGam-class", "title": "An S4 class for random differential privacy parameters.", "topics": [ "DPParamsGam", "DPParamsGam-class", "getGamma,DPParamsGam-method", "setGamma<-,DPParamsGam-method", "show,DPParamsGam-method", "toGamma,DPParamsGam,numeric-method" ] }, { "page": "predict.bernstein", "title": "Evaluate Bernstein approximations on data.", "topics": [ "predict.bernstein" ] }, { "page": "releaseResponse", "title": "'DPMech' private release method.", "topics": [ "releaseResponse" ] }, { "page": "sensitivityNorm", "title": "'DPMech' sensitivity-inducing norm.", "topics": [ "sensitivityNorm" ] }, { "page": "sensitivitySampler", "title": "Sensitivity sampler for 'DPMech-class''s.", "topics": [ "sensitivitySampler" ] }, { "page": "sensitivitySampler-DPMech-function-numeric-method", "title": "Sensitivity sampler for 'DPMech-class''s.", "topics": [ "sensitivitySampler,DPMech,function,numeric-method" ] }, { "page": "sensitivitySamplerManual", "title": "Sensitivity sampler for 'DPMech-class'.", "topics": [ "sensitivitySamplerManual" ] }, { "page": "sensitivitySamplerManual-DPMech-function-numeric-numeric-numeric-method", "title": "Sensitivity sampler for 'DPMech-class'.", "topics": [ "sensitivitySamplerManual,DPMech,function,numeric,numeric,numeric-method" ] }, { "page": "sensitivitySamplerManual-DPMechNumeric-function-numeric-numeric-numeric-method", "title": "Sensitivity sampler for 'DPMechNumeric-class'.", "topics": [ "sensitivitySamplerManual,DPMechNumeric,function,numeric,numeric,numeric-method" ] }, { "page": "setDelta-set", "title": "Setter for slot 'delta'.", "topics": [ "setDelta<-" ] }, { "page": "setEpsilon-set", "title": "Setter for slot 'epsilon'.", "topics": [ "setEpsilon<-" ] }, { "page": "setGamma-set", "title": "Setter for slot 'gamma'.", "topics": [ "setGamma<-" ] } ], "_pkglogo": "https://github.com/brubinstein/diffpriv/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/brubinstein/diffpriv/raw/HEAD/README.md", "_rundeps": [ "gsl" ], "_vignettes": [ { "source": "bernstein.Rnw", "filename": "bernstein.pdf", "title": "bernstein", "engine": "knitr::knitr", "headings": [], "created": "2017-07-15 15:14:28", "modified": "2017-07-17 14:58:35", "commits": 4 }, { "source": "diffpriv.Rnw", "filename": "diffpriv.pdf", "title": "diffpriv", "engine": "knitr::knitr", "headings": [], "created": "2017-06-30 14:37:20", "modified": "2017-07-28 14:14:31", "commits": 12 } ], "_score": 7.0402462150577065, "_indexed": true, "_nocasepkg": "diffpriv", "_universes": [ "brubinstein" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.4.2.9000", "date": "2026-05-28T06:06:06.000Z", "distro": "noble", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "3ae17e7ed786f55d2496ac44d44b2e4676b3b25be86d4ff02cfa65acf372f144", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.6.0", "os": "linux", "version": "0.4.2.9000", "date": "2026-05-28T06:06:02.000Z", "distro": "noble", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "e9c25c0a59bf2aef3a4a56bf316ca51649c84e6838458aa106870203739791a5", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.5.3", "os": "mac", "version": "0.4.2.9000", "date": "2026-05-28T06:07:03.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "e6c7a48e0cf638bbad891604532163009275261262590ced36e9f66e418cfbfd", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.6.0", "os": "mac", "version": "0.4.2.9000", "date": "2026-05-28T06:07:13.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "dac2af7d02bed3eb33ecd3c54c3348f93940fd1d90f9f75c895a5aa7dae5d68b", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.6.0", "os": "wasm", "version": "0.4.2.9000", "date": "2026-05-28T06:06:02.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "6a9668712cde957647b4f1bb1b350c46e9021927a5f836dd40da99346b160b85", "status": "success", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.7.0", "os": "win", "version": "0.4.2.9000", "date": "2026-05-28T06:05:08.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "8e91dea083ae9f181ab60093cd8fde2f5391e233d6c2f75858f537e6936ecbf7", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.5.3", "os": "win", "version": "0.4.2.9000", "date": "2026-05-28T06:05:00.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "558249195436341b6014b715587bea7a15050f4a7bbc40e589df1b2646e8fbb0", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" }, { "r": "4.6.0", "os": "win", "version": "0.4.2.9000", "date": "2026-05-28T06:05:03.000Z", "commit": "36d4a0d9b1e76cb15cdee321f5b935c96324c8ef", "fileid": "cd3a622298b1be594fc2bdcb97bb93c1cc0661baa022c901207097cc3a9e9688", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/brubinstein/actions/runs/26557661900" } ] }