{ "_id": "6a1eebb8b401979e734123b2", "Package": "MagmaClustR", "Title": "Clustering and Prediction using Multi-Task Gaussian Processes\nwith Common Mean", "Version": "1.2.1", "Authors@R": "c(\nperson(\"Arthur\", \"Leroy\", , \"arthur.leroy.pro@gmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0003-0806-8934\")),\nperson(\"Pierre\", \"Latouche\", , \"pierre.latouche@gmail.com\", role = \"aut\"),\nperson(\"Pierre\", \"Pathé\", , \"pathepierre@gmail.com\", role = \"ctb\"),\nperson(\"Alexia\", \"Grenouillat\", , \"grenouil@insa-toulouse.fr\", role = \"ctb\"),\nperson(\"Hugo\", \"Lelievre\", , \"lelievre@insa-toulouse.fr\", role = \"ctb\")\n)", "Description": "An implementation for the multi-task Gaussian processes\nwith common mean framework. Two main algorithms, called 'Magma'\nand 'MagmaClust', are available to perform predictions for\nsupervised learning problems, in particular for time series or\nany functional/continuous data applications. The corresponding\narticles has been respectively proposed by Arthur Leroy, Pierre\nLatouche, Benjamin Guedj and Servane Gey (2022)\n, and Arthur Leroy, Pierre\nLatouche, Benjamin Guedj and Servane Gey (2023)\n. Theses approaches\nleverage the learning of cluster-specific mean processes, which\nare common across similar tasks, to provide enhanced prediction\nperformances (even far from data) at a linear computational\ncost (in the number of tasks). 'MagmaClust' is a\ngeneralisation of 'Magma' where the tasks are simultaneously\nclustered into groups, each being associated to a specific mean\nprocess. User-oriented functions in the package are decomposed\ninto training, prediction and plotting functions. Some basic\nfeatures (classic kernels, training, prediction) of standard\nGaussian processes are also implemented.", "License": "MIT + file LICENSE", "URL": "https://github.com/ArthurLeroy/MagmaClustR,\nhttps://arthurleroy.github.io/MagmaClustR/", "BugReports": "https://github.com/ArthurLeroy/MagmaClustR/issues", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://arthurleroy.r-universe.dev", "Date/Publication": "2026-03-20 16:19:57 UTC", "RemoteUrl": "https://github.com/arthurleroy/magmaclustr", "RemoteRef": "HEAD", "RemoteSha": "a470eb6148f669465059f963835af5ac0b8ffb79", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-05-19 09:41:25 UTC", "User": "root" }, "Author": "Arthur Leroy [aut, cre] (ORCID:\n),\nPierre Latouche [aut],\nPierre Pathé [ctb],\nAlexia Grenouillat [ctb],\nHugo Lelievre [ctb]", "Maintainer": "Arthur Leroy ", "MD5sum": "edfa938322136567917f3d0a2912db2b", 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