{ "_id": "6a1efeabb401979e7341a7b4", "Package": "CompareMultipleModels", "Type": "Package", "Title": "Finding the Best Model Using Eight Metrics Values", "Version": "0.1.0", "Authors@R": "person(\" Mr. Sandip\", \"Garai\", role = c(\"aut\",\"cre\"), email = \"sandipnicksandy@gmail.com\")", "Author": "Mr. Sandip Garai [aut, cre]", "Maintainer": "Mr. Sandip Garai ", "Description": "In statistical modeling, multiple models need to be\ncompared based on certain criteria. The method described here\nuses eight metrics from 'AllMetrics' package. ‘input_df’ is the\ndata frame (at least two columns for comparison) containing\nmetrics values in different rows of a column (which denotes a\nparticular model’s performance). First five metrics are\nexpected to be minimum and last three metrics are expected to\nbe maximum for a model to be considered good. Firstly, every\nmetric value (among first five) is searched in every columns\nand minimum values are denoted as ‘MIN’ and other values are\ndenoted as ‘NA’. Secondly, every metric (among last three) is\nsearched in every columns and maximum values are denoted as\n‘MAX’ and other values are denoted as ‘NA’. ‘output_df’\ncontains the similar number of rows (which is 8) and columns\n(which is number of models to be compared) as of ‘input_df’.\nValues in ‘output_df’ are corresponding ‘NA’, ‘MIN’ or ‘MAX’.\nFinally, the column containing minimum number of ‘NA’ values is\ndenoted as the best column. ‘min_NA_col’ gives the name of the\nbest column (model). ‘min_NA_values’ are the corresponding\nmetrics values. ‘BestColumn_metrics’ is the data frame\n(dimension: 1*8) containing different metrics of the best\ncolumn (model). ‘best_column_results’ is the final result (a\nlist) containing all of these output elements. In special case,\nif two columns having equal 'NA', it will be checked among\nthese two column which one is having least 'NA' in first five\nrows and will be inferred as the best. More details about\n'AllMetrics' can be found in Garai (2023)\n.", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.2.1", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-18 09:38:50 UTC", "User": "root" }, "Config/pak/sysreqs": "libgsl0-dev libicu-dev libssl-dev", "Repository": "https://sandipgarai.r-universe.dev", "Date/Publication": "2023-04-12 10:50:06 UTC", "RemoteUrl": "https://github.com/cran/CompareMultipleModels", "RemoteRef": "HEAD", "RemoteSha": "f971f314dc7b8b310e4c213013cdb5310e5e55b1", "MD5sum": "275fd2a7bf5b65fbb4bf932ac5dd8d1d", "_user": "sandipgarai", "_type": "src", "_file": "CompareMultipleModels_0.1.0.tar.gz", "_fileid": "0e3e0ad8cc69ee9397722f26b1e73d5cb45d72644d53a9ad9ae35b5b1d11329a", "_filesize": 83040, "_sha256": "0e3e0ad8cc69ee9397722f26b1e73d5cb45d72644d53a9ad9ae35b5b1d11329a", "_created": "2026-05-18T09:38:50.000Z", "_published": "2026-06-02T16:02:51.379Z", "_distro": "noble", "_jobs": [ { "job": 79115023374, "time": 170, "config": 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