{ "_id": "6a1016f1acfb0bcc41c84c27", "Type": "Package", "Package": "GPTreeO", "Title": "Dividing Local Gaussian Processes for Online Learning Regression", "Version": "1.0.1", "Authors@R": "c(\nperson(given = \"Timo\",\nfamily = \"Braun\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0001-0965-8285\"),\nemail = \"gptreeo.timo.braun@gmail.com\"),\nperson(given = \"Anders\",\nfamily = \"Kvellestad\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0002-5267-7705\")),\nperson(given = \"Riccardo\",\nfamily = \"De Bin\",\nrole = \"ctb\",\ncomment = c(ORCID = \"0000-0002-7441-6880\")))", "Maintainer": "Timo Braun ", "Description": "We implement and extend the Dividing Local Gaussian\nProcess algorithm by Lederer et al. (2020)\n. Its main use case is in online\nlearning where it is used to train a network of local GPs\n(referred to as tree) by cleverly partitioning the input space.\nIn contrast to a single GP, 'GPTreeO' is able to deal with\nlarger amounts of data. The package includes methods to create\nthe tree and set its parameter, incorporating data points from\na data stream as well as making joint predictions based on all\nrelevant local GPs.", "License": "MIT + file LICENSE", "VignetteBuilder": "knitr", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.1", "Language": "en-US", "Repository": "https://timo-braun.r-universe.dev", "Date/Publication": "2024-10-16 16:06:21 UTC", "RemoteUrl": "https://github.com/timo-braun/gptreeo", "RemoteRef": "HEAD", "RemoteSha": "98ecac2fd8faf4560235e44e77430220c18de517", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-14 06:21:27 UTC", "User": "root" }, "Author": "Timo Braun [aut, cre] (ORCID: ),\nAnders Kvellestad [aut] (ORCID:\n),\nRiccardo De Bin [ctb] (ORCID: )", "MD5sum": "6b0200f6eea152afb58b015e0e4f3d97", "_user": "timo-braun", "_type": "src", "_file": "GPTreeO_1.0.1.tar.gz", "_fileid": "4df338c484a481a04ed3909affcf815bdf3be797a90039d0b9b91d1c8044cd57", "_filesize": 192225, "_sha256": "4df338c484a481a04ed3909affcf815bdf3be797a90039d0b9b91d1c8044cd57", "_created": "2026-05-14T06:21:27.000Z", "_published": "2026-05-22T08:42:25.417Z", "_distro": "noble", "_jobs": [ { "job": 77345814751, "time": 118, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6988490682" }, { "job": 77345814673, "time": 123, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6988490333" }, { "job": 77345814409, "time": 156, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7010838386" }, { "job": 77345814327, "time": 151, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6988491090" }, { "job": 77345813851, "time": 175, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6988463995" }, { "job": 77345814022, "time": 95, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7156401360" }, { "job": 77345814465, "time": 83, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6988481849" }, { "job": 77345814868, "time": 120, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6988490035" }, { "job": 77345814406, "time": 78, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6988480937" } ], "_buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/timo-braun/gptreeo", "_commit": { "id": "98ecac2fd8faf4560235e44e77430220c18de517", "author": "Timo Braun <49490185+timo-braun@users.noreply.github.com>", "committer": "Timo Braun <49490185+timo-braun@users.noreply.github.com>", "message": "updating to version 1.0.1.\n\nAdded option in WrappedDiceKriging.R to control kernel scale factor bounds.\n", "time": 1729094781 }, "_maintainer": { "name": "Timo Braun", "email": "gptreeo.timo.braun@gmail.com", "login": "timo-braun", "uuid": 49490185 }, "_registered": true, "_dependencies": [ { "package": "R6", "role": "Imports" }, { "package": "hash", "role": "Imports" }, { "package": "DiceKriging", "role": "Imports" }, { "package": "mlegp", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "spelling", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "timo-braun", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "timo-braun", "count": 2, "uuid": 49490185 } ], "_userbio": { "uuid": 49490185, "type": "user", "name": "Timo Braun" }, "_downloads": { "count": 162, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/GPTreeO" }, "_devurl": "https://github.com/timo-braun/gptreeo", "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/GPTreeO.html", "extra/NEWS.html", "extra/NEWS.txt", "manual.pdf" ], "_homeurl": "https://github.com/timo-braun/gptreeo", "_realowner": "timo-braun", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2024-09-23" }, { "version": "1.0.1", "date": "2024-10-16" } ], "_exports": [ "CreateWrappedGP", "GPNode", "GPTree", "WrappedDiceKrigingGP", "WrappedGP", "WrappedmlegpGP" ], "_help": [ { "page": "CreateWrappedGP", "title": "Factory function called by GPNode to create the wrapper for a specified GP package", "topics": [ "CreateWrappedGP" ] }, { "page": "GPNode", "title": "R6 Class for the nodes / leaves in the GPTree tree", "topics": [ "GPNode" ] }, { "page": "GPTree", "title": "Tree structure storing all nodes containing local GPs", "topics": [ "GPTree" ] }, { "page": "WrappedDiceKrigingGP", "title": "R6 class WrappedDiceKrigingGP", "topics": [ "WrappedDiceKrigingGP" ] }, { "page": "WrappedGP", "title": "R6 class WrappedGP", "topics": [ "WrappedGP" ] }, { "page": "WrappedmlegpGP", "title": "R6 class WrappedmlegpGP", "topics": [ "WrappedmlegpGP" ] } ], "_rundeps": [ "DiceKriging", "hash", "mlegp", "R6" ], "_vignettes": [ { "source": "GPTreeO-Vignette.Rmd", "filename": "GPTreeO-Vignette.html", "title": "wrapper creation tutorial", "engine": "knitr::rmarkdown", "headings": [ "Creating a wrapper for a new GP package", "Changes in \\texttt", "Changes in \\texttt", "Optional and advanced features" ], "created": "2024-10-01 15:30:53", "modified": "2024-10-01 15:30:53", "commits": 1 } ], "_score": 3, "_indexed": true, "_nocasepkg": "gptreeo", "_universes": [ "timo-braun" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.1", "date": "2026-05-14T06:23:33.000Z", "distro": "noble", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "1325bf4ba69cf5a871132d75e5d6248057cc73e0d3fe861170c242f16093ea38", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.6.0", "os": "linux", "version": "1.0.1", "date": "2026-05-14T06:23:30.000Z", "distro": "noble", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "cd2f14a349661f01f9576e42703b7c772a91605d5675f7e92b6f3d6164636642", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1", "date": "2026-05-15T05:41:26.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "96bacb70f265b9f0dbf5b81554d622b3363a16434fb7da808387694f545ffe4a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.6.0", "os": "mac", "version": "1.0.1", "date": "2026-05-14T06:23:35.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "2f5073c4562e091bf7da02522216b1fab51dc944cc7273b98577fdf8f2b4522e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.7.0", "os": "win", "version": "1.0.1", "date": "2026-05-14T06:22:46.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "a55d9d06da3f83f7216990d5b915155a77079c0da0ad0f97d0e52ed9cd07f35a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.5.3", "os": "win", "version": "1.0.1", "date": "2026-05-14T06:23:23.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "8052bb3605409eaaa43391309363da07118a232c41804d44025f99dc6d0e60a3", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.6.0", "os": "win", "version": "1.0.1", "date": "2026-05-14T06:22:44.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "20e71627acb7f959ccda9d8050b7ea6864d671a2a4fb59b0830dc8ed4c7e3cad", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.1", "date": "2026-05-22T08:42:11.000Z", "commit": "98ecac2fd8faf4560235e44e77430220c18de517", "fileid": "68470d1945a100a70bd1cd006a32f94321b4572c53655b0af4b89fbbcec82320", "status": "success", "buildurl": "https://github.com/r-universe/timo-braun/actions/runs/25845209346" } ] }