{
  "_id": "6a492d44b5e98c4082a0cdf5",
  "Package": "dtwclust",
  "Type": "Package",
  "Title": "Time Series Clustering Along with Optimizations for the Dynamic\nTime Warping Distance",
  "Description": "Time series clustering along with optimized techniques\nrelated to the Dynamic Time Warping distance and its\ncorresponding lower bounds. Implementations of partitional,\nhierarchical, fuzzy, k-Shape and TADPole clustering are\navailable. Functionality can be easily extended with custom\ndistance measures and centroid definitions. Implementations of\nDTW barycenter averaging, a distance based on global alignment\nkernels, and the soft-DTW distance and centroid routines are\nalso provided. All included distance functions have custom\nloops optimized for the calculation of cross-distance matrices,\nincluding parallelization support. Several cluster validity\nindices are included.",
  "Version": "6.0.0.9000",
  "Date": "2025-09-06",
  "Authors@R": "c(\nperson(\"Alexis\", \"Sarda-Espinosa\", role=c(\"cre\", \"aut\"), email=\"alexis.sarda@gmail.com\")\n)",
  "BugReports": "https://github.com/asardaes/dtwclust/issues",
  "License": "GPL-3",
  "URL": "https://github.com/asardaes/dtwclust",
  "NeedsCompilation": "yes",
  "SystemRequirements": "GNU make",
  "Encoding": "UTF-8",
  "LazyData": "TRUE",
  "RoxygenNote": "7.3.3",
  "Roxygen": "list(markdown = TRUE)",
  "VignetteBuilder": "knitr",
  "Config/testthat/edition": "3",
  "Collate": "'CENTROIDS-dba.R' 'CENTROIDS-pam.R' 'CENTROIDS-sdtw-cent.R'\n'CENTROIDS-shape-extraction.R' 'CLUSTERING-all-cent2.R'\n'CLUSTERING-compare-clusterings.R'\n'CLUSTERING-cvi-evaluators.R' 'CLUSTERING-ddist2.R'\n'CLUSTERING-partitional-fuzzy.R'\n'CLUSTERING-repeat-clustering.R' 'CLUSTERING-tadpole.R'\n'CLUSTERING-tsclust-controls.R' 'CLUSTERING-tsclust.R'\n'DISTANCES-dtw-basic.R' 'DISTANCES-dtw-lb.R' 'DISTANCES-dtw2.R'\n'DISTANCES-gak.R' 'DISTANCES-lb-improved.R'\n'DISTANCES-lb-keogh.R' 'DISTANCES-sbd.R' 'DISTANCES-sdtw.R'\n'GENERICS-cvi.R' 'RD-helpers.R' 'S4-Distmat.R'\n'S4-DistmatLowerTriangular.R' 'S4-PairTracker.R'\n'S4-SparseDistmat.R' 'S4-tsclustFamily.R'\n'S4-TSClusters-classes.R' 'S4-TSClusters-methods.R'\n'SHINY-interactive-clustering.R' 'SHINY-ssdtwclust.R'\n'SHINY-utils.R' 'UTILS-as-methods.R' 'UTILS-compute-envelope.R'\n'UTILS-data.R' 'UTILS-expressions.R' 'UTILS-globals-internal.R'\n'UTILS-nccc.R' 'UTILS-reinterpolate.R' 'UTILS-rng.R'\n'UTILS-tslist.R' 'UTILS-utils.R' 'UTILS-zscore.R' 'pkg.R'",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev zlib1g-dev",
  "Repository": "https://asardaes.r-universe.dev",
  "Date/Publication": "2026-02-01 21:30:32 UTC",
  "RemoteUrl": "https://github.com/asardaes/dtwclust",
  "RemoteRef": "HEAD",
  "RemoteSha": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
  "Packaged": {
    "Date": "2026-07-04 15:46:01 UTC",
    "User": "root"
  },
  "Author": "Alexis Sarda-Espinosa [cre, aut]",
  "Maintainer": "Alexis Sarda-Espinosa <alexis.sarda@gmail.com>",
  "_user": "asardaes",
  "_type": "src",
  "_file": "dtwclust_6.0.0.9000.tar.gz",
  "_fileid": "https://r2.ropensci.org/eab47a72c47b2a07ea5ceb20fdd6d5f51ddf8cce6f96b4a7fd783573f2d63d0d",
  "_filesize": 14789678,
  "_sha256": "eab47a72c47b2a07ea5ceb20fdd6d5f51ddf8cce6f96b4a7fd783573f2d63d0d",
  "_expires": "2026-10-12T15:56:50.000Z",
  "_created": "2026-07-04T15:46:01.000Z",
  "_published": "2026-07-04T15:56:52.324Z",
  "_jobs": [
    {
      "job": 85145360417,
      "time": 275,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8083140707"
    },
    {
      "job": 85145360402,
      "time": 307,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8083144269"
    },
    {
      "job": 85145360404,
      "time": 268,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083139827"
    },
    {
      "job": 85145360406,
      "time": 342,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083148450"
    },
    {
      "job": 85145360420,
      "time": 251,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8083134912"
    },
    {
      "job": 85145360415,
      "time": 538,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8083170675"
    },
    {
      "job": 85145360407,
      "time": 254,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083134302"
    },
    {
      "job": 85145360412,
      "time": 427,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083156299"
    },
    {
      "job": 85144902632,
      "time": 397,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083105290"
    },
    {
      "job": 85145360393,
      "time": 227,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8083134156"
    },
    {
      "job": 85145360400,
      "time": 293,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8083142395"
    },
    {
      "job": 85145360397,
      "time": 360,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8083150574"
    },
    {
      "job": 85145360408,
      "time": 336,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8083147738"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754",
  "_status": "success",
  "_upstream": "https://github.com/asardaes/dtwclust",
  "_commit": {
    "id": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
    "author": "asardaes <alexis.sarda@gmail.com>",
    "committer": "asardaes <alexis.sarda@gmail.com>",
    "message": "Fix regression tests for new dist versions\n",
    "time": 1769981432
  },
  "_maintainer": {
    "name": "Alexis Sarda-Espinosa",
    "email": "alexis.sarda@gmail.com",
    "login": "asardaes",
    "description": "",
    "uuid": 7768461
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.3.0",
      "role": "Depends"
    },
    {
      "package": "methods",
      "role": "Depends"
    },
    {
      "package": "proxy",
      "version": ">= 0.4-16",
      "role": "Depends"
    },
    {
      "package": "dtw",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "RcppParallel",
      "role": "LinkingTo"
    },
    {
      "package": "RcppThread",
      "role": "LinkingTo"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "clue",
      "role": "Imports"
    },
    {
      "package": "cluster",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "flexclust",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ggrepel",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "version": ">= 1.5-0",
      "role": "Imports"
    },
    {
      "package": "RSpectra",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "role": "Imports"
    },
    {
      "package": "RcppParallel",
      "version": ">= 4.4.0",
      "role": "Imports"
    },
    {
      "package": "reshape2",
      "role": "Imports"
    },
    {
      "package": "shiny",
      "role": "Imports"
    },
    {
      "package": "shinyjs",
      "role": "Imports"
    },
    {
      "package": "doParallel",
      "role": "Suggests"
    },
    {
      "package": "iterators",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "asardaes",
  "_selfowned": true,
  "_usedby": 20,
  "_updates": [
    {
      "week": "2025-36",
      "n": 4
    },
    {
      "week": "2026-05",
      "n": 1
    }
  ],
  "_tags": [],
  "_topics": [
    "clustering",
    "dtw",
    "time-series",
    "openblas",
    "cpp"
  ],
  "_stars": 265,
  "_contributors": [
    {
      "user": "asardaes",
      "count": 1660,
      "uuid": 7768461
    },
    {
      "user": "andrjohns",
      "count": 2,
      "uuid": 27717896
    }
  ],
  "_userbio": {
    "uuid": 7768461,
    "type": "user",
    "name": "Alexis Sardá",
    "followers": 52
  },
  "_downloads": {
    "count": 3520,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dtwclust"
  },
  "_mentions": 11,
  "_devurl": "https://github.com/asardaes/dtwclust",
  "_searchresults": 568,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/dtwclust.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/asardaes/dtwclust",
  "_realowner": "asardaes",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2015-08-02"
    },
    {
      "version": "1.0.0",
      "date": "2015-08-23"
    },
    {
      "version": "1.1.0",
      "date": "2015-09-12"
    },
    {
      "version": "1.2.0",
      "date": "2015-11-15"
    },
    {
      "version": "1.3.0",
      "date": "2015-12-11"
    },
    {
      "version": "2.0.0",
      "date": "2016-01-03"
    },
    {
      "version": "2.1.0",
      "date": "2016-02-21"
    },
    {
      "version": "2.1.1",
      "date": "2016-03-20"
    },
    {
      "version": "2.1.2",
      "date": "2016-06-06"
    },
    {
      "version": "2.2.0",
      "date": "2016-09-02"
    },
    {
      "version": "2.2.1",
      "date": "2016-09-04"
    },
    {
      "version": "2.3.0",
      "date": "2016-10-07"
    },
    {
      "version": "3.0.0",
      "date": "2016-12-01"
    },
    {
      "version": "3.1.0",
      "date": "2017-01-08"
    },
    {
      "version": "3.1.1",
      "date": "2017-02-12"
    },
    {
      "version": "3.1.2",
      "date": "2017-04-01"
    },
    {
      "version": "3.2.0",
      "date": "2017-05-01"
    },
    {
      "version": "4.0.0",
      "date": "2017-06-05"
    },
    {
      "version": "4.0.1",
      "date": "2017-06-08"
    },
    {
      "version": "4.0.2",
      "date": "2017-07-09"
    },
    {
      "version": "4.0.3",
      "date": "2017-08-09"
    },
    {
      "version": "4.1.0",
      "date": "2017-09-11"
    },
    {
      "version": "4.1.1",
      "date": "2017-09-11"
    },
    {
      "version": "5.0.0",
      "date": "2017-12-09"
    },
    {
      "version": "5.1.0",
      "date": "2017-12-19"
    },
    {
      "version": "5.2.0",
      "date": "2018-01-29"
    },
    {
      "version": "5.3.0",
      "date": "2018-03-05"
    },
    {
      "version": "5.3.1",
      "date": "2018-04-08"
    },
    {
      "version": "5.4.0",
      "date": "2018-05-12"
    },
    {
      "version": "5.4.1",
      "date": "2018-06-10"
    },
    {
      "version": "5.5.0",
      "date": "2018-07-21"
    },
    {
      "version": "5.5.1",
      "date": "2018-09-25"
    },
    {
      "version": "5.5.2",
      "date": "2019-03-09"
    },
    {
      "version": "5.5.3",
      "date": "2019-06-29"
    },
    {
      "version": "5.5.4",
      "date": "2019-07-07"
    },
    {
      "version": "5.5.5",
      "date": "2019-09-19"
    },
    {
      "version": "5.5.6",
      "date": "2019-12-11"
    },
    {
      "version": "5.5.7",
      "date": "2022-01-13"
    },
    {
      "version": "5.5.8",
      "date": "2022-02-12"
    },
    {
      "version": "5.5.9",
      "date": "2022-03-16"
    },
    {
      "version": "5.5.10",
      "date": "2022-04-15"
    },
    {
      "version": "5.5.11",
      "date": "2022-09-24"
    },
    {
      "version": "5.5.12",
      "date": "2023-02-28"
    },
    {
      "version": "6.0.0",
      "date": "2024-07-23"
    }
  ],
  "_exports": [
    "as.matrix",
    "compare_clusterings",
    "compare_clusterings_configs",
    "compute_envelope",
    "cvi",
    "cvi_evaluators",
    "dba",
    "DBA",
    "dtw_basic",
    "dtw_lb",
    "dtw2",
    "fuzzy_control",
    "gak",
    "GAK",
    "hierarchical_control",
    "interactive_clustering",
    "lb_improved",
    "lb_keogh",
    "NCCc",
    "pam_cent",
    "partitional_control",
    "pdc_configs",
    "plot",
    "predict",
    "reinterpolate",
    "repeat_clustering",
    "sbd",
    "SBD",
    "sdtw",
    "sdtw_cent",
    "shape_extraction",
    "show",
    "ssdtwclust",
    "tadpole",
    "TADPole",
    "tadpole_control",
    "tsclust",
    "tsclust_args",
    "tslist",
    "update",
    "zscore"
  ],
  "_datasets": [
    {
      "name": "CharTraj",
      "title": "Subset of character trajectories data set",
      "object": "uciCT",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "CharTrajLabels",
      "title": "Subset of character trajectories data set",
      "object": "uciCT",
      "class": [
        "factor"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "CharTrajMV",
      "title": "Subset of character trajectories data set",
      "object": "uciCT",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "dtwclustTimings",
      "title": "Results of timing experiments",
      "object": "dtwclustTimings",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "dtwclust-package",
      "title": "Time series clustering along with optimizations for the Dynamic Time Warping distance",
      "topics": [
        "dtwclust-package",
        "dtwclust"
      ]
    },
    {
      "page": "as.matrix",
      "title": "as.matrix",
      "topics": [
        "as.matrix"
      ]
    },
    {
      "page": "compare_clusterings",
      "title": "Compare different clustering configurations",
      "topics": [
        "compare_clusterings"
      ]
    },
    {
      "page": "compare_clusterings_configs",
      "title": "Create clustering configurations.",
      "topics": [
        "compare_clusterings_configs"
      ]
    },
    {
      "page": "compute_envelope",
      "title": "Time series warping envelopes",
      "topics": [
        "compute_envelope"
      ]
    },
    {
      "page": "cvi",
      "title": "Cluster validity indices",
      "topics": [
        "cvi",
        "cvi,FuzzyTSClusters",
        "cvi,FuzzyTSClusters-method",
        "cvi,HierarchicalTSClusters",
        "cvi,HierarchicalTSClusters-method",
        "cvi,matrix-method",
        "cvi,PartitionalTSClusters",
        "cvi,PartitionalTSClusters-method"
      ]
    },
    {
      "page": "cvi_evaluators",
      "title": "Cluster comparison based on CVIs",
      "topics": [
        "cvi_evaluators"
      ]
    },
    {
      "page": "DBA",
      "title": "DTW Barycenter Averaging",
      "topics": [
        "DBA",
        "dba"
      ]
    },
    {
      "page": "DistmatLowerTriangular-class",
      "title": "Distance matrix's lower triangular",
      "topics": [
        "DistmatLowerTriangular",
        "DistmatLowerTriangular-class"
      ]
    },
    {
      "page": "dtw_basic",
      "title": "Basic DTW distance",
      "topics": [
        "dtw_basic"
      ]
    },
    {
      "page": "dtw_lb",
      "title": "DTW distance matrix guided by Lemire's improved lower bound",
      "topics": [
        "dtw_lb"
      ]
    },
    {
      "page": "dtw2",
      "title": "DTW distance with L2 norm",
      "topics": [
        "dtw2"
      ]
    },
    {
      "page": "dtwclustTimings",
      "title": "Results of timing experiments",
      "topics": [
        "dtwclustTimings"
      ]
    },
    {
      "page": "GAK",
      "title": "Fast global alignment kernels",
      "topics": [
        "GAK",
        "gak"
      ]
    },
    {
      "page": "interactive_clustering",
      "title": "A shiny app for interactive clustering",
      "topics": [
        "interactive_clustering"
      ]
    },
    {
      "page": "lb_improved",
      "title": "Lemire's improved DTW lower bound",
      "topics": [
        "lb_improved"
      ]
    },
    {
      "page": "lb_keogh",
      "title": "Keogh's DTW lower bound",
      "topics": [
        "lb_keogh"
      ]
    },
    {
      "page": "NCCc",
      "title": "Cross-correlation with coefficient normalization",
      "topics": [
        "NCCc"
      ]
    },
    {
      "page": "pam_cent",
      "title": "Centroid for partition around medoids",
      "topics": [
        "pam_cent"
      ]
    },
    {
      "page": "pdc_configs",
      "title": "Helper function for preprocessing/distance/centroid configurations",
      "topics": [
        "pdc_configs"
      ]
    },
    {
      "page": "reinterpolate",
      "title": "Wrapper for simple linear reinterpolation",
      "topics": [
        "reinterpolate"
      ]
    },
    {
      "page": "repeat_clustering",
      "title": "Repeat a clustering configuration",
      "topics": [
        "repeat_clustering"
      ]
    },
    {
      "page": "SBD",
      "title": "Shape-based distance",
      "topics": [
        "SBD",
        "sbd"
      ]
    },
    {
      "page": "sdtw",
      "title": "Soft-DTW distance",
      "topics": [
        "sdtw"
      ]
    },
    {
      "page": "sdtw_cent",
      "title": "Centroid calculation based on soft-DTW",
      "topics": [
        "sdtw_cent"
      ]
    },
    {
      "page": "shape_extraction",
      "title": "Shape average of several time series",
      "topics": [
        "shape_extraction"
      ]
    },
    {
      "page": "ssdtwclust",
      "title": "A shiny app for semi-supervised DTW-based clustering",
      "topics": [
        "ssdtwclust"
      ]
    },
    {
      "page": "TADPole",
      "title": "TADPole clustering",
      "topics": [
        "TADPole",
        "tadpole"
      ]
    },
    {
      "page": "tsclust",
      "title": "Time series clustering",
      "topics": [
        "tsclust"
      ]
    },
    {
      "page": "tsclust-controls",
      "title": "Control parameters for clusterings with 'tsclust()'",
      "topics": [
        "fuzzy_control",
        "hierarchical_control",
        "partitional_control",
        "tadpole_control",
        "tsclust-controls",
        "tsclust_args"
      ]
    },
    {
      "page": "TSClusters-class",
      "title": "Class definition for 'TSClusters' and derived classes",
      "topics": [
        "FuzzyTSClusters",
        "FuzzyTSClusters-class",
        "HierarchicalTSClusters",
        "HierarchicalTSClusters-class",
        "PartitionalTSClusters",
        "PartitionalTSClusters-class",
        "TSClusters",
        "TSClusters-class"
      ]
    },
    {
      "page": "tsclusters-methods",
      "title": "Methods for 'TSClusters'",
      "topics": [
        "initialize,TSClusters",
        "initialize,TSClusters-method",
        "plot,TSClusters,missing",
        "plot,TSClusters,missing-method",
        "plot.TSClusters",
        "predict,TSClusters",
        "predict,TSClusters-method",
        "predict.TSClusters",
        "show,TSClusters",
        "show,TSClusters-method",
        "TSClusters-methods",
        "tsclusters-methods",
        "update,TSClusters",
        "update,TSClusters-method",
        "update.TSClusters"
      ]
    },
    {
      "page": "tsclustFamily-class",
      "title": "Class definition for 'tsclustFamily'",
      "topics": [
        "tsclustFamily",
        "tsclustFamily-class"
      ]
    },
    {
      "page": "tslist",
      "title": "Coerce matrices or data frames to a list of time series",
      "topics": [
        "tslist"
      ]
    },
    {
      "page": "uciCT",
      "title": "Subset of character trajectories data set",
      "topics": [
        "CharTraj",
        "CharTrajLabels",
        "CharTrajMV",
        "uciCT",
        "ucict"
      ]
    },
    {
      "page": "zscore",
      "title": "Wrapper for z-normalization",
      "topics": [
        "zscore"
      ]
    }
  ],
  "_readme": "https://github.com/asardaes/dtwclust/raw/HEAD/README.md",
  "_rundeps": [
    "base64enc",
    "bslib",
    "cachem",
    "class",
    "cli",
    "clue",
    "cluster",
    "codetools",
    "commonmark",
    "cpp11",
    "digest",
    "dplyr",
    "dtw",
    "farver",
    "fastmap",
    "flexclust",
    "fontawesome",
    "foreach",
    "fs",
    "generics",
    "ggplot2",
    "ggrepel",
    "glue",
    "gtable",
    "htmltools",
    "httpuv",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "labeling",
    "later",
    "lattice",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "memoise",
    "mime",
    "modeltools",
    "otel",
    "pillar",
    "pkgconfig",
    "plyr",
    "promises",
    "proxy",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "RcppParallel",
    "RcppThread",
    "reshape2",
    "rlang",
    "RSpectra",
    "S7",
    "sass",
    "scales",
    "shiny",
    "shinyjs",
    "sourcetools",
    "stringi",
    "stringr",
    "tibble",
    "tidyselect",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "xtable"
  ],
  "_sysdeps": [
    {
      "shlib": "liblapack",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "dtwclust.Rnw",
      "filename": "dtwclust.pdf",
      "title": "Comparing Time-Series Clustering Algorithms in R Using the dtwclust Package",
      "engine": "knitr::knitr_notangle",
      "headings": [
        "Introduction",
        "Distance measures",
        "Time-series prototypes",
        "Time-series clustering algorithms",
        "Parallel computation",
        "Cluster evaluation",
        "Comparing clustering algorithms with dtwclust",
        "Package extensibility",
        "Conclusion",
        "Technical notes",
        "Using the proxy package",
        "Finding nearest neighbors in DTW space",
        "Hierarchical clustering examples",
        "Partitional clustering examples",
        "Fuzzy clustering example",
        "Using the doParallel package for parallel computation",
        "Cluster evaluation examples",
        "Compare clusterings example",
        "Extensibility examples"
      ],
      "created": "2016-08-29 12:51:33",
      "modified": "2019-09-18 15:58:35",
      "commits": 91
    },
    {
      "source": "parallelization-considerations.Rmd",
      "filename": "parallelization-considerations.html",
      "title": "Parallelization considerations for dtwclust",
      "author": "Alexis Sarda-Espinosa",
      "engine": "knitr::rmarkdown_notangle",
      "headings": [
        "Introduction",
        "Overview",
        "Calculation of cross-distance matrices",
        "Distances included in dtwclust",
        "Distances not included with dtwclust",
        "Parallelization with foreach",
        "Within dtwclust",
        "Outside dtwclust"
      ],
      "created": "2018-01-20 21:28:24",
      "modified": "2019-06-29 20:04:15",
      "commits": 8
    },
    {
      "source": "timing-experiments.Rmd",
      "filename": "timing-experiments.html",
      "title": "Timing experiments for dtwclust",
      "author": "Alexis Sarda-Espinosa",
      "engine": "knitr::rmarkdown_notangle",
      "headings": [
        "Introduction",
        "Distance experiments",
        "Calculations for single time-series",
        "DTW lower bounds",
        "Shape-based distance",
        "DTW",
        "Soft-DTW",
        "Triangular global alignment kernel",
        "Calculations for several time-series",
        "Prototyping experiments",
        "Shape extraction",
        "DTW barycenter averaging",
        "Soft-DTW centroid",
        "Clustering experiments",
        "TADPole",
        "DTW special cases",
        "PAM centroids",
        "DBA centroids",
        "Effect of k on PAM centroids with sparse cross-distance matrices",
        "Non-symmetric",
        "Symmetric",
        "Remarks",
        "References"
      ],
      "created": "2017-07-29 10:36:48",
      "modified": "2019-05-03 16:03:52",
      "commits": 19
    }
  ],
  "_score": 11.979409378229265,
  "_indexed": true,
  "_nocasepkg": "dtwclust",
  "_universes": [
    "asardaes"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:49:50.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/0c6aef9f8a663d6033e83e99d6eec712fc463c51c896fc313d73739cbee7a664",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:49:43.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/0a3a3fff9ec1c851387c4aa1f7bed8a021e6692e6a9df28c6cc9724f5185777c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:49:46.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/fe3dbe44c569e3c8beec0b8b91a58e7d9c25db4953f02d20403ee4493f152149",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:50:26.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/5ba9081bb81b03bcf899f5d25b399d4d0442e06e0563ebdde35c3c2e95c8c211",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:49:35.000Z",
      "arch": "aarch64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/4571ba7b43cc5bf0fe22027d083df07b21a3670d4bd31549bcf485781310a883",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:51:23.000Z",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/8c8c6127f8a6f8797a62e575edf428a4f57b908a6ae64758fcbdd1e0aec81d41",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:49:17.000Z",
      "arch": "aarch64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/5811b6a422f4953b6b5c25d793022656b10f8a32ce5011cb77f421db3925d431",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:50:18.000Z",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/b034556ef2657c5ba44d8c661be244ad9a701b318ec57be085a7553daa4bfb66",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:50:12.000Z",
      "arch": "emscripten",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/c57dbb688ec3f88038fe8bea55f04f3ca8fca70860d976090aa02b9b2d8fc12c",
      "status": "success",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:48:37.000Z",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/fee93c29b8485aeeda00f9c92f5f7996dcba5ce770d336ffeb2b49ca82dbdd47",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:48:33.000Z",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/c9ddb93927e08fb2c074f302d89bdcf1da0dc63221921b83258a37fa3f8551eb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "6.0.0.9000",
      "date": "2026-07-04T15:48:32.000Z",
      "arch": "x86_64",
      "commit": "f92f9a3f56ca1379e0f09af07973eaa2174cc3e9",
      "fileid": "https://r2.ropensci.org/c418741a13380a6ccc55fe64b11dc9888ff7eecfd90d3da9972782e08c5d3e0c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/asardaes/actions/runs/28711183754"
    }
  ]
}