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  "Package": "fxTWAPLS",
  "Title": "An Improved Version of WA-PLS",
  "Version": "0.1.3",
  "Authors@R": "c(\nperson(given = \"Mengmeng\",\nfamily = \"Liu\",\nrole = c(\"aut\"),\nemail = \"m.liu18@imperial.ac.uk\",\ncomment = c(ORCID = \"0000-0001-6250-0148\")),\nperson(given = \"Iain Colin\",\nfamily = \"Prentice\",\nrole = \"aut\",\nemail = \"c.prentice@imperial.ac.uk\",\ncomment = c(ORCID = \"0000-0002-1296-6764\")),\nperson(given = \"Cajo J. F.\",\nfamily = \"ter Braak\",\nrole = \"aut\",\nemail = \"cajo.terbraak@wur.nl\",\ncomment = c(ORCID = \"0000-0002-0414-8745\")),\nperson(given = \"Sandy P.\",\nfamily = \"Harrison\",\nrole = \"aut\",\nemail = \"s.p.harrison@reading.ac.uk\",\ncomment = c(ORCID = \"0000-0001-5687-1903\")),\nperson(given = \"Roberto\",\nfamily = \"Villegas-Diaz\",\nrole = c(\"aut\", \"cre\"),\nemail = \"r.villegas-diaz@outlook.com\",\ncomment = c(ORCID = \"0000-0001-5036-8661\")),\nperson(\"SPECIAL Research Group @ University of Reading\", role = c(\"cph\")))",
  "Description": "The goal of this package is to provide an improved version\nof WA-PLS (Weighted Averaging Partial Least Squares) by\nincluding the tolerances of taxa and the frequency of the\nsampled climate variable. This package also provides a way of\nleave-out cross-validation that removes both the test site and\nsites that are both geographically close and climatically close\nfor each cycle, to avoid the risk of pseudo-replication.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "URL": "https://github.com/special-uor/fxTWAPLS/,\nhttps://special-uor.github.io/fxTWAPLS/,\nhttps://research.reading.ac.uk/palaeoclimate/",
  "BugReports": "https://github.com/special-uor/fxTWAPLS/issues/",
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  "Repository": "https://special-uor.r-universe.dev",
  "Date/Publication": "2024-06-25 11:01:45 UTC",
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  "Packaged": {
    "Date": "2026-10-01 09:31:56 UTC",
    "User": "root"
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  "Author": "Mengmeng Liu [aut] (ORCID: <https://orcid.org/0000-0001-6250-0148>),\nIain Colin Prentice [aut] (ORCID:\n<https://orcid.org/0000-0002-1296-6764>),\nCajo J. F. ter Braak [aut] (ORCID:\n<https://orcid.org/0000-0002-0414-8745>),\nSandy P. Harrison [aut] (ORCID:\n<https://orcid.org/0000-0001-5687-1903>),\nRoberto Villegas-Diaz [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-5036-8661>),\nSPECIAL Research Group @ University of Reading [cph]",
  "Maintainer": "Roberto Villegas-Diaz <r.villegas-diaz@outlook.com>",
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  "_expires": "2027-01-09T09:35:53.000Z",
  "_created": "2026-10-01T09:31:56.000Z",
  "_published": "2026-10-01T09:35:55.614Z",
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    "TWAPLS.w",
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    "WAPLS.predict.w",
    "WAPLS.w",
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    {
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      "title": "Pseudo-removed leave-out cross-validation",
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      "page": "fx",
      "title": "Get frequency of the climate value",
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      "title": "Get frequency of the climate value with p-spline smoothing",
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