{
  "_id": "6a101a88acfb0bcc41c86912",
  "Encoding": "UTF-8",
  "Package": "multiblock",
  "Type": "Package",
  "Title": "Multiblock Data Fusion in Statistics and Machine Learning",
  "Version": "0.8.10",
  "Date": "2025-04-01",
  "Authors@R": "c(person(given = \"Kristian Hovde\",\nfamily = \"Liland\",\nrole = c(\"aut\", \"cre\"),\nemail = \"kristian.liland@nmbu.no\",\ncomment = c(ORCID = \"0000-0001-6468-9423\")),\nperson(given = \"Solve\",\nfamily = \"Sæbø\",\nrole = c(\"ctb\")),\nperson(given = \"Stefan\",\nfamily = \"Schrunner\",\nrole = c(\"rev\")))",
  "Description": "Functions and datasets to support Smilde, Næs and Liland\n(2021, ISBN: 978-1-119-60096-1) \"Multiblock Data Fusion in\nStatistics and Machine Learning - Applications in the Natural\nand Life Sciences\". This implements and imports a large\ncollection of methods for multiblock data analysis with common\ninterfaces, result- and plotting functions, several real data\nsets and six vignettes covering a range different applications.",
  "License": "GPL (>= 2)",
  "URL": "https://khliland.github.io/multiblock/,\nhttps://github.com/khliland/multiblock/",
  "BugReports": "https://github.com/khliland/multiblock/issues/",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.2",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "cmake make libicu-dev",
  "Repository": "https://khliland.r-universe.dev",
  "Date/Publication": "2025-04-01 07:55:19 UTC",
  "RemoteUrl": "https://github.com/khliland/multiblock",
  "RemoteRef": "HEAD",
  "RemoteSha": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-05-22 08:50:55 UTC",
    "User": "root"
  },
  "Author": "Kristian Hovde Liland [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-6468-9423>),\nSolve Sæbø [ctb],\nStefan Schrunner [rev]",
  "Maintainer": "Kristian Hovde Liland <kristian.liland@nmbu.no>",
  "MD5sum": "f8683fc7af05c0f07623d0ca2a947f1c",
  "_user": "khliland",
  "_type": "src",
  "_file": "multiblock_0.8.10.tar.gz",
  "_fileid": "15d06f2c175bdf9ec20fb34bef89c08a65b56eb953b83e04a5b7bd72143706e0",
  "_filesize": 3231637,
  "_sha256": "15d06f2c175bdf9ec20fb34bef89c08a65b56eb953b83e04a5b7bd72143706e0",
  "_created": "2026-05-22T08:50:55.000Z",
  "_published": "2026-05-22T08:57:44.251Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77347461227,
      "time": 208,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7156636228"
    },
    {
      "job": 77347461246,
      "time": 202,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7156634207"
    },
    {
      "job": 77347461213,
      "time": 248,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156648846"
    },
    {
      "job": 77347461198,
      "time": 219,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156640054"
    },
    {
      "job": 77347461200,
      "time": 111,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7156606020"
    },
    {
      "job": 77347461203,
      "time": 351,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7156680231"
    },
    {
      "job": 77347461226,
      "time": 126,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156610480"
    },
    {
      "job": 77347461282,
      "time": 279,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156657981"
    },
    {
      "job": 77346691286,
      "time": 304,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156571166"
    },
    {
      "job": 77347461191,
      "time": 136,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156613900"
    },
    {
      "job": 77347461237,
      "time": 189,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7156629995"
    },
    {
      "job": 77347461229,
      "time": 187,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7156629537"
    },
    {
      "job": 77347461255,
      "time": 189,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156629604"
    }
  ],
  "_buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/khliland/multiblock",
  "_commit": {
    "id": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
    "author": "Kristian Hovde Liland <khliland@users.noreply.github.com>",
    "committer": "Kristian Hovde Liland <khliland@users.noreply.github.com>",
    "message": "Prepare for update in HDANOVA\n",
    "time": 1743494119
  },
  "_maintainer": {
    "name": "Kristian Hovde Liland",
    "email": "kristian.liland@nmbu.no",
    "login": "khliland",
    "description": "",
    "uuid": 9257806,
    "orcid": "0000-0001-6468-9423"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppEigen",
      "role": "LinkingTo"
    },
    {
      "package": "ade4",
      "role": "Imports"
    },
    {
      "package": "car",
      "role": "Imports"
    },
    {
      "package": "HDANOVA",
      "version": ">= 0.8.2",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "mixlm",
      "role": "Imports"
    },
    {
      "package": "plotrix",
      "role": "Imports"
    },
    {
      "package": "pls",
      "role": "Imports"
    },
    {
      "package": "plsVarSel",
      "role": "Imports"
    },
    {
      "package": "pracma",
      "role": "Imports"
    },
    {
      "package": "progress",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "RSpectra",
      "role": "Imports"
    },
    {
      "package": "SSBtools",
      "role": "Imports"
    },
    {
      "package": "EMSC",
      "role": "Suggests"
    },
    {
      "package": "FactoMineR",
      "role": "Suggests"
    },
    {
      "package": "geigen",
      "role": "Suggests"
    },
    {
      "package": "RGCCA",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "r.jive",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    }
  ],
  "_owner": "khliland",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 18,
  "_contributors": [
    {
      "user": "khliland",
      "count": 58,
      "uuid": 9257806
    }
  ],
  "_userbio": {
    "uuid": 9257806,
    "type": "user",
    "name": "Kristian Hovde Liland"
  },
  "_downloads": {
    "count": 311,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/multiblock"
  },
  "_devurl": "https://github.com/khliland/multiblock",
  "_pkgdown": "https://khliland.github.io/multiblock/",
  "_searchresults": 24,
  "_topics": [
    "cpp"
  ],
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/multiblock.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/khliland/multiblock",
  "_realowner": "khliland",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.8.0",
      "date": "2021-09-21"
    },
    {
      "version": "0.8.1",
      "date": "2022-01-04"
    },
    {
      "version": "0.8.2",
      "date": "2022-06-07"
    },
    {
      "version": "0.8.3",
      "date": "2022-10-29"
    },
    {
      "version": "0.8.4",
      "date": "2023-02-20"
    },
    {
      "version": "0.8.5",
      "date": "2023-03-06"
    },
    {
      "version": "0.8.6",
      "date": "2023-06-04"
    },
    {
      "version": "0.8.7",
      "date": "2023-11-18"
    },
    {
      "version": "0.8.8",
      "date": "2024-01-26"
    },
    {
      "version": "0.8.8.1",
      "date": "2024-03-11"
    },
    {
      "version": "0.8.8.2",
      "date": "2024-09-16"
    },
    {
      "version": "0.8.9.0",
      "date": "2025-01-20"
    },
    {
      "version": "0.8.10",
      "date": "2025-04-01"
    }
  ],
  "_exports": [
    "asca",
    "block.data.frame",
    "block.preprocess",
    "blockexpl",
    "cca",
    "classify",
    "coefplot",
    "compnames",
    "corrplot",
    "cvanova",
    "cvsegments",
    "disco",
    "dummycode",
    "explvar",
    "extended.model.frame",
    "gca",
    "gpa",
    "gsvd",
    "hogsvd",
    "hpca",
    "ifa",
    "jive",
    "loading.weights",
    "loadingplot",
    "loadings",
    "loadingweightplot",
    "lpls",
    "lplsCV",
    "lplsData",
    "maage",
    "maageSeq",
    "mbpls",
    "mbrda",
    "mcoa",
    "mcolors",
    "mfa",
    "MSEP",
    "mvrValstats",
    "pca",
    "pcagca",
    "pcp",
    "pcr",
    "permutationplot",
    "plsr",
    "popls",
    "predplot",
    "R2",
    "RMSEP",
    "rosa",
    "rosa.classify",
    "sca",
    "scoreplot",
    "scores",
    "smbpls",
    "sopls",
    "sopls_pm",
    "sopls_pm_multiple",
    "statis",
    "timeplot",
    "unique_combos",
    "validationplot"
  ],
  "_datasets": [
    {
      "name": "candies",
      "title": "Sensory assessment of candies.",
      "object": "candies",
      "file": "candies.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "assessment",
        "assessor",
        "candy"
      ],
      "rows": 165,
      "table": false,
      "tojson": true
    },
    {
      "name": "mobile",
      "title": "ECSI Mobile Mobile Phone Provider Dataset",
      "object": "mobile",
      "file": "mobile.rda",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "potato",
      "title": "Sensory, rheological, chemical and spectroscopic analysis of potatoes.",
      "object": "potato",
      "file": "potato.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Chemical",
        "Compression",
        "NIRraw",
        "NIRcooked",
        "CPMGraw",
        "CPMGcooked",
        "FIDraw",
        "FIDcooked",
        "Sensory"
      ],
      "rows": 26,
      "table": false,
      "tojson": true
    },
    {
      "name": "simulated",
      "title": "Data simulated to have certain characteristics.",
      "object": "simulated",
      "file": "simulated.rda",
      "class": [
        "list"
      ],
      "fields": [],
      "table": true,
      "tojson": true
    },
    {
      "name": "wine",
      "title": "Wines of Val de Loire",
      "object": "wine",
      "file": "wine.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Smell at rest",
        "View",
        "Smell after shaking",
        "Tasting",
        "Global quality"
      ],
      "rows": 21,
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "basic",
      "title": "Single- and Two-Block Methods",
      "topics": [
        "basic"
      ]
    },
    {
      "page": "block.data.frame",
      "title": "Block-wise indexable data.frame",
      "topics": [
        "block.data.frame"
      ]
    },
    {
      "page": "candies",
      "title": "Sensory assessment of candies.",
      "topics": [
        "candies"
      ]
    },
    {
      "page": "cca",
      "title": "Canonical Correlation Analysis - CCA",
      "topics": [
        "cca"
      ]
    },
    {
      "page": "complex",
      "title": "Methods With Complex Linkage",
      "topics": [
        "complex"
      ]
    },
    {
      "page": "compnames",
      "title": "Vector of component names",
      "topics": [
        "compnames"
      ]
    },
    {
      "page": "disco",
      "title": "Distinctive and Common Components with SCA - DISCO",
      "topics": [
        "disco"
      ]
    },
    {
      "page": "DISCOsca",
      "title": "DISCO-SCA rotation.",
      "topics": [
        "DISCOsca"
      ]
    },
    {
      "page": "dummycode",
      "title": "Dummy-coding of a single vector",
      "topics": [
        "dummycode"
      ]
    },
    {
      "page": "explvar",
      "title": "Explained predictor variance",
      "topics": [
        "explvar"
      ]
    },
    {
      "page": "extended.model.frame",
      "title": "Extracting the Extended Model Frame from a Formula or Fit",
      "topics": [
        "extended.model.frame"
      ]
    },
    {
      "page": "gca",
      "title": "Generalized Canonical Analysis - GCA",
      "topics": [
        "gca"
      ]
    },
    {
      "page": "gpa",
      "title": "Generalized Procrustes Analysis - GPA",
      "topics": [
        "gpa"
      ]
    },
    {
      "page": "gsvd",
      "title": "Generalised Singular Value Decomposition - GSVD",
      "topics": [
        "gsvd"
      ]
    },
    {
      "page": "hogsvd",
      "title": "Higher Order Generalized SVD - HOGSVD",
      "topics": [
        "hogsvd"
      ]
    },
    {
      "page": "hpca",
      "title": "Hierarchical Principal component analysis - HPCA",
      "topics": [
        "hpca"
      ]
    },
    {
      "page": "ifa",
      "title": "Inter-battery Factor Analysis - IFA",
      "topics": [
        "ifa"
      ]
    },
    {
      "page": "jive",
      "title": "Joint and Individual Variation Explained - JIVE",
      "topics": [
        "jive"
      ]
    },
    {
      "page": "lpls",
      "title": "L-PLS regression",
      "topics": [
        "lpls"
      ]
    },
    {
      "page": "lpls_results",
      "title": "Result functions for L-PLS objects ('lpls')",
      "topics": [
        "lplsCV",
        "lpls_results",
        "plot.lpls",
        "predict.lpls"
      ]
    },
    {
      "page": "lplsData",
      "title": "L-PLS data simulation for exo-type analysis",
      "topics": [
        "lplsData"
      ]
    },
    {
      "page": "maage",
      "title": "Måge plot",
      "topics": [
        "maage",
        "maageSeq"
      ]
    },
    {
      "page": "mbpls",
      "title": "Multiblock Partial Least Squares - MB-PLS",
      "topics": [
        "mbpls"
      ]
    },
    {
      "page": "mbrda",
      "title": "Multiblock Redundancy Analysis - mbRDA",
      "topics": [
        "mbrda"
      ]
    },
    {
      "page": "mcoa",
      "title": "Multiple Co-Inertia Analysis - MCOA",
      "topics": [
        "mcoa"
      ]
    },
    {
      "page": "mcolors",
      "title": "Colour palette generation from matrix of RGB values",
      "topics": [
        "mcolors"
      ]
    },
    {
      "page": "mfa",
      "title": "Multiple Factor Analysis - MFA",
      "topics": [
        "mfa"
      ]
    },
    {
      "page": "mobile",
      "title": "ECSI Mobile Mobile Phone Provider Dataset",
      "topics": [
        "mobile"
      ]
    },
    {
      "page": "multiblock_plots",
      "title": "Plot Functions for Multiblock Objects",
      "topics": [
        "biplot.multiblock",
        "corrplot",
        "corrplot.default",
        "corrplot.multiblock",
        "corrplot.mvr",
        "loadingplot.multiblock",
        "loadingweightplot",
        "multiblock_plots",
        "scoreplot.multiblock"
      ]
    },
    {
      "page": "multiblock_results",
      "title": "Result Functions for Multiblock Objects",
      "topics": [
        "loadings.multiblock",
        "multiblock_results",
        "print.multiblock",
        "scores.multiblock",
        "summary.multiblock"
      ]
    },
    {
      "page": "mvrVal",
      "title": "MSEP, RMSEP and R2 of the MB-PLS model",
      "topics": [
        "MSEP.mbpls",
        "mvrVal",
        "mvrValstats.mbpls",
        "R2.mbpls",
        "RMSEP.mbpls"
      ]
    },
    {
      "page": "pca",
      "title": "Principal Component Analysis - PCA",
      "topics": [
        "pca"
      ]
    },
    {
      "page": "pcagca",
      "title": "PCA-GCA",
      "topics": [
        "pcagca"
      ]
    },
    {
      "page": "popls",
      "title": "Parallel and Orthogonalised Partial Least Squares - PO-PLS",
      "topics": [
        "popls"
      ]
    },
    {
      "page": "potato",
      "title": "Sensory, rheological, chemical and spectroscopic analysis of potatoes.",
      "topics": [
        "potato"
      ]
    },
    {
      "page": "predict.mbpls",
      "title": "Predict Method for MBPLS",
      "topics": [
        "predict.mbpls"
      ]
    },
    {
      "page": "preprocess",
      "title": "Preprocessing of block data",
      "topics": [
        "block.preprocess",
        "preprocess"
      ]
    },
    {
      "page": "rosa",
      "title": "Response Oriented Sequential Alternation - ROSA",
      "topics": [
        "rosa"
      ]
    },
    {
      "page": "rosa_plots",
      "title": "Plotting functions for ROSA models",
      "topics": [
        "barplot.rosa",
        "image.rosa",
        "rosa_plots"
      ]
    },
    {
      "page": "rosa_results",
      "title": "Result functions for ROSA models",
      "topics": [
        "blockexpl",
        "coef.rosa",
        "loadings.rosa",
        "predict.rosa",
        "print.rosa",
        "print.rosaexpl",
        "rosa.classify",
        "rosa_results",
        "scores.rosa",
        "summary.rosa"
      ]
    },
    {
      "page": "sca",
      "title": "Simultaneous Component Analysis - SCA",
      "topics": [
        "sca"
      ]
    },
    {
      "page": "simulated",
      "title": "Data simulated to have certain characteristics.",
      "topics": [
        "simulated"
      ]
    },
    {
      "page": "smbpls",
      "title": "Sparse Multiblock Partial Least Squares - sMB-PLS",
      "topics": [
        "smbpls"
      ]
    },
    {
      "page": "SO_TDI",
      "title": "Total, direct, indirect and additional effects in SO-PLS-PM.",
      "topics": [
        "print.SO_TDI",
        "print.SO_TDI_multiple",
        "sopls_pm",
        "sopls_pm_multiple",
        "SO_TDI"
      ]
    },
    {
      "page": "sopls",
      "title": "Sequential and Orthogonalized PLS (SO-PLS)",
      "topics": [
        "sopls"
      ]
    },
    {
      "page": "sopls_plots",
      "title": "Scores, loadings and plots for sopls objects",
      "topics": [
        "biplot.sopls",
        "corrplot.sopls",
        "loadingplot.sopls",
        "loadings.sopls",
        "scoreplot.sopls",
        "scores.sopls",
        "sopls_plots"
      ]
    },
    {
      "page": "sopls_results",
      "title": "Result functions for SO-PLS models",
      "topics": [
        "classify",
        "classify.sopls",
        "coef.sopls",
        "cvanova",
        "cvanova.default",
        "cvanova.sopls",
        "pcp",
        "pcp.default",
        "pcp.sopls",
        "plot.cvanova",
        "predict.sopls",
        "print.cvanova",
        "print.sopls",
        "R2.sopls",
        "residuals.sopls",
        "RMSEP.sopls",
        "sopls_results",
        "summary.cvanova",
        "summary.sopls"
      ]
    },
    {
      "page": "statis",
      "title": "Structuration des Tableaux à Trois Indices de la Statistique - STATIS",
      "topics": [
        "statis"
      ]
    },
    {
      "page": "supervised",
      "title": "Supervised Multiblock Methods",
      "topics": [
        "supervised"
      ]
    },
    {
      "page": "unique_combos",
      "title": "Unique combinations of blocks",
      "topics": [
        "unique_combos"
      ]
    },
    {
      "page": "unsupervised",
      "title": "Unsupervised Multiblock Methods",
      "topics": [
        "unsupervised"
      ]
    },
    {
      "page": "wine",
      "title": "Wines of Val de Loire",
      "topics": [
        "wine"
      ]
    }
  ],
  "_readme": "https://github.com/khliland/multiblock/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "ade4",
    "backports",
    "bdsmatrix",
    "boot",
    "broom",
    "car",
    "carData",
    "cli",
    "codetools",
    "colorspace",
    "cowplot",
    "cpp11",
    "crayon",
    "Deriv",
    "doBy",
    "dplyr",
    "farver",
    "forecast",
    "Formula",
    "fracdiff",
    "genalg",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "HDANOVA",
    "hms",
    "isoband",
    "labeling",
    "lattice",
    "leaps",
    "lifecycle",
    "lme4",
    "lmtest",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixModels",
    "mgcv",
    "microbenchmark",
    "minqa",
    "mixlm",
    "modelr",
    "multcomp",
    "mvtnorm",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "pbkrtest",
    "pillar",
    "pixmap",
    "pkgconfig",
    "plotrix",
    "pls",
    "plsVarSel",
    "pracma",
    "praznik",
    "prettyunits",
    "progress",
    "purrr",
    "quantreg",
    "R6",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "Rdpack",
    "reformulas",
    "rlang",
    "RSpectra",
    "S7",
    "sandwich",
    "scales",
    "sp",
    "SparseM",
    "SSBtools",
    "stringi",
    "stringr",
    "survival",
    "TH.data",
    "tibble",
    "tidyr",
    "tidyselect",
    "timeDate",
    "urca",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "zoo"
  ],
  "_sysdeps": [
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "vignette_A_data.Rmd",
      "filename": "vignette_A_data.html",
      "title": "A. Data handling",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Read from file",
        "Data pre-processing",
        "Re-coding categorical data",
        "Data structures for multiblock analysis",
        "Create list of blocks",
        "Create data.frame of blocks"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2021-04-30 06:40:58",
      "commits": 2
    },
    {
      "source": "vignette_B_basic.Rmd",
      "filename": "vignette_B_basic.html",
      "title": "B. Basic analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Basic methods",
        "Prepare data",
        "Modelling",
        "Common output elements across methods",
        "Scores and loadings"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2021-04-07 20:55:20",
      "commits": 1
    },
    {
      "source": "vignette_C_unsupervised.Rmd",
      "filename": "vignette_C_unsupervised.html",
      "title": "C. Unsupervised multiblock analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Unsupervised methods",
        "Formatting data for multiblock data analysis",
        "Method interfaces",
        "Shared sample mode",
        "Shared variable mode",
        "Common output elements across methods",
        "Scores and loadings",
        "Plot from imported package"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2021-09-07 14:04:37",
      "commits": 2
    },
    {
      "source": "vignette_D_asca.Rmd",
      "filename": "vignette_D_asca.html",
      "title": "D. ASCA",
      "engine": "knitr::rmarkdown",
      "headings": [
        "ANOVA Simultaneous Component Analysis -- ASCA",
        "Simulated data",
        "Formula interface",
        "ASCA modelling",
        "Scores",
        "Loadings"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2021-04-07 20:55:20",
      "commits": 1
    },
    {
      "source": "vignette_E_supervised.Rmd",
      "filename": "vignette_E_supervised.html",
      "title": "E. Supervised multiblock analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Supervised methods",
        "Formatting data for multiblock analyses",
        "Multiblock Partial Least Squares - MB-PLS",
        "Modelling",
        "Summaries and plotting",
        "Sparse Multiblock Partial Least Squares - sMB-PLS",
        "Plotting",
        "Sequential and orthogonalised PLS - SO-PLS",
        "Måge plot",
        "Loadings",
        "Scores",
        "Prediction",
        "Validation",
        "Principal Components of Predictions",
        "CVANOVA",
        "Parallel and Orthgonalised Partial Least Squares - PO-PLS",
        "Scores and loadings",
        "Response Oriented Sequential Alternation - ROSA",
        "Image plots",
        "Multiblock Redundancy Analysis - mbRDA",
        "Loadings and scores"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2022-10-29 21:40:55",
      "commits": 6
    },
    {
      "source": "vignette_F_complex.Rmd",
      "filename": "vignette_F_complex.html",
      "title": "F. Complex multiblock analysis",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Complex  data structures",
        "L-PLS",
        "Simulated L-shaped data",
        "Exo-L-PLS",
        "Endo-L-PLS",
        "L-PLS cross-validation",
        "SO-PLS Path Modelling",
        "Single SO-PLS-PM model",
        "Multiple paths in an SO-PLS-PM model"
      ],
      "created": "2021-04-07 20:55:20",
      "modified": "2021-09-07 14:04:37",
      "commits": 3
    }
  ],
  "_score": 6.1126050015345745,
  "_indexed": true,
  "_nocasepkg": "multiblock",
  "_universes": [
    "khliland"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.8.10",
      "date": "2026-05-22T08:53:55.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "7514d6f733fe2e9265240d530b5485b1811fe31f01178f0fecdadf056e16cd66",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.8.10",
      "date": "2026-05-22T08:53:47.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "20fa528d3d49d9e9b6fa94f3da3ddf5ab1b92a1faca96905b8f6b2773b78e6cc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.8.10",
      "date": "2026-05-22T08:54:40.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "87801a4ba194f6541dcb2c9b0f0d71428691940d967def2247d45e7ac66e3add",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.8.10",
      "date": "2026-05-22T08:54:04.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "f6d1e8056deb25d6c9b58f2b6cb20fc9ad30343684d845e3932ef528ef54ef4b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.8.10",
      "date": "2026-05-22T08:52:44.000Z",
      "arch": "aarch64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "b8201f9aef0bb01b1c5cbee7972c3e88ac387d911e680e09cbaff529c847fa37",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.8.10",
      "date": "2026-05-22T08:55:10.000Z",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "ec2d7f5c95aae213203ca36f3195381271f42a9e518e03b97154ca03deb747ed",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.8.10",
      "date": "2026-05-22T08:52:52.000Z",
      "arch": "aarch64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "eeed8f8564245b0e02fd71afc4fe281f70312909c2ff808efbbc4f19b1af4ec8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.8.10",
      "date": "2026-05-22T08:54:17.000Z",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "e0007ecc3ec73ecc37871a96e73c88122b682eba806100f7e37ecf8ba0c5ab4c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.8.10",
      "date": "2026-05-22T08:53:46.000Z",
      "arch": "emscripten",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "fadd720931d586832d9c3f04ec21969d7e683cc343d3ec21c371d6f71219a88d",
      "status": "success",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.8.10",
      "date": "2026-05-22T08:53:01.000Z",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "6929529cc01cd108ac6e331d26bf54bc175389c2240b000c468200a687a681ae",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.8.10",
      "date": "2026-05-22T08:52:44.000Z",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "13635d3e0099d9026dd167860589907ca8c37d92278a4ffb2ce3278166849a63",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.8.10",
      "date": "2026-05-22T08:52:51.000Z",
      "arch": "x86_64",
      "commit": "433a4e652b7afd8351232363a18d9befc6a6c2aa",
      "fileid": "75c3fe9df62bd6dafff8f4232695cbeec22e054a3bdbc62c281efb0ae18c7083",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/khliland/actions/runs/26277924648"
    }
  ]
}