{"id":2636,"date":"2016-09-27T15:38:47","date_gmt":"2016-09-27T15:38:47","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2636"},"modified":"2019-12-23T14:33:31","modified_gmt":"2019-12-23T14:33:31","slug":"%e3%81%8a%e4%ba%92%e3%81%84%e3%81%ab%e3%80%8c%e3%81%82%e3%82%8a%e3%81%8c%e3%81%a8%e3%81%86%e3%80%8d%e3%81%a8%e8%a8%80%e3%81%88%e3%82%8b%e8%81%b7%e5%a0%b4%e3%81%a3%e3%81%a6%e3%81%aa%e3%82%93%e3%81%8b","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/it_is_nice_to_say_thank_you_in_the_workplace\/","title":{"rendered":"\u304a\u4e92\u3044\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u8a00\u3048\u308b\u8077\u5834\u3063\u3066\u306a\u3093\u304b\u7d20\u6575\u3084\u3093"},"content":{"rendered":"<div class=\"featured-image\"><\/div>\n<div class=\"entry-content 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\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u767b\u9332\u30d5\u30a9\u30fc\u30e0\u3092\u8a2d\u3051\u3066\u30ed\u30c3\u30af\u30aa\u30f3\u3067\u50cd\u304f\u4eba\u5168\u54e1\uff08\u6b63\u793e\u54e1\u3001\u30d0\u30a4\u30c8\u3001\u5b50\u4f1a\u793e\u3068\u304b\u4e00\u5207\u95a2\u4fc2\u306a\u304f\uff01\uff09\u306e\u300c\u304a\u304b\u3052\u3055\u3093\u3067\u3059\uff08\u3042\u308a\u304c\u3068\u3046\uff01\uff09\u300d\u3068\u3044\u3046\u58f0\u3092\u96c6\u3081\u3001WEB\u4e0a\u3067\u63b2\u8f09\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>WEB\u4e0a\u3067\u306f\u3001\u4ed5\u4e8b\u4e0a\u3067\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u3044\u3046\u639b\u3051\u58f0\u304c\u98db\u3073\u4ea4\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3460 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/795316b92fc766b0181f6fef074f03fa.png\" alt=\"\" width=\"530\" height=\"416\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/795316b92fc766b0181f6fef074f03fa.png 530w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/795316b92fc766b0181f6fef074f03fa-300x235.png 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/795316b92fc766b0181f6fef074f03fa-319x250.png 319w\" sizes=\"(max-width: 530px) 100vw, 530px\" \/><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3461 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/2b530e80c7d0de90885e285c5d798063.png\" alt=\"\" width=\"530\" height=\"374\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/2b530e80c7d0de90885e285c5d798063.png 530w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/2b530e80c7d0de90885e285c5d798063-300x212.png 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/2b530e80c7d0de90885e285c5d798063-354x250.png 354w\" sizes=\"(max-width: 530px) 100vw, 530px\" \/><br 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decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3462\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0012.jpg\" alt=\"\" width=\"401\" height=\"364\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0012.jpg 401w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0012-300x272.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0012-275x250.jpg 275w\" sizes=\"(max-width: 401px) 100vw, 401px\" \/><\/p>\n<figure id=\"attachment_4421\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u30c7\u30fc\u30bf\u306e\u30a4\u30e1\u30fc\u30b8\u3002<\/figcaption><\/figure>\n<p>\u307e\u305a\u3001\u300c\u3042\u306a\u305f\u306e\u304a\u540d\u524d\u300d\uff08\u4ee5\u964d\u3001\u6295\u7a3f\u8005\uff09\u306e\u5206\u5e03\u304b\u3089\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3463\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0022.jpg\" alt=\"\" width=\"552\" height=\"294\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0022.jpg 552w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0022-300x160.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0022-370x197.jpg 370w\" sizes=\"(max-width: 552px) 100vw, 552px\" \/><\/p>\n<figure id=\"attachment_4422\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u6295\u7a3f\u56de\u6570\u591a\u3044\u9806\u30e9\u30f3\u30ad\u30f3\u30b0<\/figcaption><\/figure>\n<p>\u5727\u5012\u7684\u306b\u6295\u7a3f\u56de\u6570\u304c\u591a\u3044\u306e\u304c\u54c1\u7530\u3001\u6b21\u306b\u85e4\u539f\u306e\u4e21\u540d\u3002\u54c1\u7530\u306f\u7406\u5ff5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30f3\u30d0\u30fc\u3068\u3057\u3066\u3082\u73fe\u5728\u6d3b\u8e8d\u4e2d\u306e\u65b0\u53522\u5e74\u76ee\u3067\u3059\u3002<\/p>\n<p>\u6295\u7a3f\u6570\u306e\u591a\u3044\u4e0a\u4f4d\u8005\u306f\u6b86\u3069\u304c\u6771\u4eac\u652f\u793e\u52e4\u52d9\u304b\u65b0\u5352\u30fb\u82e5\u624b\u7d44\u3067\u5360\u3081\u3089\u308c\u3066\u3044\u3066\u3001\u3053\u3046\u3044\u3046\u306e\u3063\u3066\u30ce\u30ea\u3068\u304b\u52e2\u3044\u3068\u304b\u5927\u4e8b\u3060\u3088\u306a\u301c\u3068\u611f\u3058\u307e\u3059\u3002<\/p>\n<p><strong><u>\u03bb=1\u306e\u6307\u6570\u5206\u5e03\u306b\u898b\u3048\u306a\u304f\u3082\u306a\u3044<\/u><\/strong>\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u8107\u306b\u7f6e\u3044\u3066\u8a71\u3092\u9032\u3081\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6b21\u306b\u3001\u300c\u76f8\u624b\u306e\u304a\u540d\u524d\u300d\uff08\u4ee5\u964d\u3001\u304a\u304b\u3052\u306a\u4eba\uff09\u306e\u5206\u5e03\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3464\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0032.jpg\" alt=\"\" width=\"552\" height=\"304\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0032.jpg 552w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0032-300x165.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0032-370x204.jpg 370w\" sizes=\"(max-width: 552px) 100vw, 552px\" \/><\/p>\n<figure id=\"attachment_4423\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u8a00\u308f\u308c\u3066\u3044\u308b\u56de\u6570\u591a\u3044\u9806\u30e9\u30f3\u30ad\u30f3\u30b0<\/figcaption><\/figure>\n<p>\u6295\u7a3f\u8005\u306e\u5206\u5e03\u3068\u306f\u9055\u3063\u305f\u50be\u5411\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e0a\u4f4d10\u540d\u5168\u3066\u6771\u4eac\u652f\u793e\u52e4\u52d9\u304c\u5360\u3081\u307e\u3057\u305f\u3002\u4ef2\u306e\u826f\u3055\u3001\u4eba\u9593\u95a2\u4fc2\u306e\u6fc3\u3055\u304c\u4f3a\u3044\u77e5\u308c\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u305f\u3060\u3001\u300c\u304a\u304b\u3052\u306a\u4eba\u300d\uff1d\u300c\u3042\u308a\u304c\u3068\u3046\u3068\u611f\u8b1d\u3055\u308c\u3066\u3044\u308b\u4eba\u300d\u3060\u304b\u3089\u3001\u4e0b\u4f4d\u306e\u4eba\u306f\u30c0\u30e1\u306a\u306e\u304b\uff1f\u3068\u8a00\u3046\u3068\u3001\u6c7a\u3057\u3066\u305d\u3093\u306a\u3053\u3068\u306f\u7121\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p><strong><u>\u666e\u6bb5\u6ec5\u591a\u306b\u6295\u7a3f\u3057\u306a\u3044\u4eba\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3063\u3066\u3001\u51c4\u304f\u91cd\u307f\u304c\u3042\u308b<\/u><\/strong>\u3068\u601d\u3046\u304b\u3089\u3067\u3059\u3002\u305d\u3093\u306a\u8cb4\u91cd\u306a\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3092\u8a00\u308f\u308c\u305f\u4eba\u3001\u7d20\u6575\u3058\u3083\u306a\u3044\u3067\u3059\u304b\uff1f<\/p>\n<p>\u3064\u307e\u308a\u91cf\u3082\u5927\u4e8b\u3060\u3051\u3069\u8cea\u3082\u5927\u4e8b\u3002\u4e21\u65b9\u542b\u3081\u3066\u3001\u3042\u308a\u304c\u3068\u3046\u306e\u300c\u898b\u3048\u308b\u5316\u300d\u3057\u305f\u3044\u306e\u3067\u3059\u3002\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>&nbsp;<\/p>\n<h4>\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306f\u898b\u3048\u308b\u5316\u3067\u304d\u308b<\/h4>\n<p>\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\uff08Sequential Pattern Mining\uff09\u3092\u4f7f\u3063\u3066\u3001\u8cea\u3068\u91cf\u3092\u542b\u3081\u305f\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e\u898b\u3048\u308b\u5316\u306b\u6311\u307f\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u3082R\u3092\u4f7f\u3063\u3066\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u306epackage\u540d\u304c<u>\u201carulesSequences\u201d<\/u>\u3067\u3042\u308b\u901a\u308a\u3001<u>\u201darules\u201d<\/u>\u3059\u306a\u308f\u3061\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u9055\u3044\u306b\u5c11\u3057\u3060\u3051\u89e6\u308c\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3068\u306f\u3001POS\u5206\u6790\u3067\u304a\u306a\u3058\u307f\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<p>POS\u5206\u6790\u3068\u8a00\u3048\u3070\u300c\u30d3\u30fc\u30eb\u300d\u3068\u300c\u304a\u3080\u3064\u300d\u306e\u8a71\u304c\u767b\u5834\u3057\u307e\u3059\u304c\u3001\u305d\u3053\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u624b\u6cd5\u304c\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3067\u3059\u3002<\/p>\n<p>\u8d85\u3056\u3063\u304f\u308a\u5206\u3051\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3465 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0042.jpg\" alt=\"\" width=\"512\" height=\"154\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0042.jpg 512w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0042-300x90.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0042-370x111.jpg 370w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><br \/>\n\u4e00\u7dd2\u306b\u4f55\u304c\u8cb7\u308f\u308c\u3084\u3059\u3044\u304b\u3001\u305d\u306e\u5f8c\u306b\u4f55\u304c\u8cb7\u308f\u308c\u3084\u3059\u3044\u304b\u3001\u30a4\u30e1\u30fc\u30b8\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3466\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0053.jpg\" alt=\"\" width=\"512\" height=\"154\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0053.jpg 512w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0053-300x90.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0053-370x111.jpg 370w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/p>\n<figure id=\"attachment_4425\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u3042\u308bPOS\u30c7\u30fc\u30bf\u3088\u308a<\/figcaption><\/figure>\n<p>1\u56de\u306e\u8cb7\u3044\u7269\u3067\u898b\u308c\u3070\u30014\u56de\u4e2d3\u56de\u306f\u30d3\u30fc\u30eb\u3068\u304a\u3080\u3064\u304c\u4e00\u7dd2\u306b\u8cb7\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u304c<strong><u>\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3067\u660e\u3089\u304b\u306b<\/u><\/strong>\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>A\u3055\u3093\u3001B\u3055\u3093\u306e\u8cb7\u3044\u7269\u3067\u898b\u308c\u3070\u30012\u4eba\u3068\u3082\u30d3\u30fc\u30eb\u3092\u8cb7\u3063\u305f\u5f8c\u306b\u5927\u798f\u304c\u8cb7\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u304c<strong><u>\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u660e\u3089\u304b\u306b<\/u><\/strong>\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3051\u308c\u3070\u76ee\u8996\u3067\u3082\u5206\u304b\u308a\u307e\u3059\u304c\u3001\u30ec\u30b3\u30fc\u30c9\u304c\u4f55\u5343\u3001\u4f55\u4e07\u3068\u3042\u308b\u3068\u3001\u9806\u756a\u3068\u3044\u3046\u5236\u7d04\u3092\u6c17\u306b\u3057\u306a\u304c\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u308b\u306e\u306f\u76f8\u5f53\u9aa8\u304c\u6298\u308c\u308b\u4f5c\u696d\u3067\u3059\u3088\u306d\u3002<\/p>\n<p>\u3053\u306e\u624b\u6cd5\u3092\u4f7f\u3048\u3070\u3001<strong><u>\u300c\u6295\u7a3f\u8005\u300d\u306e\u6295\u7a3f\u306e\u3046\u3061\u3001\u8ab0\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u58f0\u3092\u304b\u3051\u3066\u3044\u3066\u3001\u305d\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306f\u3069\u308c\u304f\u3089\u3044\u8cb4\u91cd\u304b\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u305d\u3046<\/u><\/strong>\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u304c\u3053\u3060\u307e\u3059\u308b<\/h4>\n<p>\u307e\u305a\u6700\u521d\u306b\u3001\u5206\u6790\u7528\u306b\u30c7\u30fc\u30bf\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u52a0\u5de5\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3467\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0063.jpg\" alt=\"\" width=\"332\" height=\"233\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0063.jpg 332w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0063-300x211.jpg 300w\" sizes=\"(max-width: 332px) 100vw, 332px\" \/><\/p>\n<figure id=\"attachment_4426\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">arulesSequence\u7528\u306b\u30c7\u30fc\u30bf\u3092\u52a0\u5de5<\/figcaption><\/figure>\n<p>A\u5217\u306b\u7d44\u307f\u5408\u308f\u305b\u3001B\u5217\u306b\u9806\u756a\u3001C\u5217\u306b\u300c\u6295\u7a3f\u8005\u300d\u300c\u304a\u304b\u3052\u306a\u4eba\u300d\u305d\u308c\u305e\u308c\u306e\u540d\u524d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u3001arulesSequences\u3092\u4f7f\u3063\u3066\u5206\u6790\u3092\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre>install.packages(\"arulesSequences\")\r\nlibrary(arulesSequences)\r\nos &lt;- read_baskets(\u201c.\/okaseq.csv\", info = c(\"sequenceID\",\"eventID\"))\r\nos.sp &lt;- cspade(os, parameter=list(support = 0), control=list(verbose=TRUE))\r\nrules &lt;- ruleInduction(os.sp, confidence=0, control=list(verbose=TRUE))\r\nrule.df &lt;- rule.df[rule.df[\"lift\"] &gt;= 1.0,]\r\nrule.df &lt;- head(rule.df[order(-rule.df$confidence),], n=10)\r\nrule.df\r\n                               rule      support confidence      lift\r\n107 &lt;{\u6295\u7a3f\u8005\u5927\u585a}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u54c1\u7530}&gt; 0.0004868549  1.0000000  32.09375\r\n199 &lt;{\u6295\u7a3f\u8005\u4e09\u5b85}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u5fb3\u5cf6}&gt; 0.0004868549  1.0000000 128.37500\r\n203 &lt;{\u6295\u7a3f\u8005\u5ddd\u6751}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u5fb3\u5cf6}&gt; 0.0004868549  1.0000000 128.37500\r\n230 &lt;{\u6295\u7a3f\u8005\u5c0f\u5d8b}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u85e4\u539f}&gt; 0.0004868549  1.0000000  31.12121\r\n252 &lt;{\u6295\u7a3f\u8005\u4e45\u4e16}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u6e21\u90e8}&gt; 0.0004868549  1.0000000  38.03704\r\n592 &lt;{\u6295\u7a3f\u8005\u5cb8\u672c}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u5c0f\u6797}&gt; 0.0004868549  1.0000000 102.70000\r\n621 &lt;{\u6295\u7a3f\u8005\u6751\u4e0a}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u5c0f\u5ddd}&gt; 0.0004868549  1.0000000 158.00000\r\n949 &lt;{\u6295\u7a3f\u8005\u5c71\u91ce}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u5ca1\u5d8b}&gt; 0.0004868549  1.0000000  64.18750\r\n721 &lt;{\u6295\u7a3f\u8005\u5c71\u5cb8}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u4e09\u539f}&gt; 0.0009737098  0.6666667  37.00901\r\n5   &lt;{\u6295\u7a3f\u8005\u8d64\u5ddd}&gt; =&gt; &lt;{\u304a\u304b\u3052\u306a\u4eba\u6a9c\u672c}&gt; 0.0004868549  0.5000000 146.71429\r\n<\/pre>\n<p>\u3053\u3053\u3067\u3001\u8aac\u660e\u3092\u7701\u3044\u305f\u652f\u6301\u5ea6\uff08support\uff09\u3001\u78ba\u4fe1\u5ea6\uff08confidence\uff09\u3001\u30ea\u30d5\u30c8\uff08lift\uff09\u306e\u8aac\u660e\u3092\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u652f\u6301\u5ea6\uff08support\uff09\u3068\u306f\u3001<strong><u>rule\u306e\u7d44\u307f\u5408\u308f\u305b\u304csequenceID\u5168\u4ef6\u306b\u5360\u3081\u308b\u6bd4\u7387<\/u><\/strong>\u3092\u6307\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u652f\u6301\u5ea6\u304c\u9ad8\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u767b\u5834\u306e\u591a\u3055\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u300c\u5927\u585a =&gt; \u54c1\u7530\u300d\u3068\u3044\u3046\u6295\u7a3f\u306f\u5168\u4f53\u30670.0487%\u3092\u5360\u3081\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u78ba\u4fe1\u5ea6\uff08confidence\uff09\u3068\u306f\u3001<strong><u>eventID\u306e\u4e2d\u306b\u6295\u7a3f\u8005X\u304c\u3042\u308b\u3068\u304d\u306b\u6b21\u4ee5\u964d\u306b\u304a\u304b\u3052\u306a\u4ebaY\u304c\u542b\u307e\u308c\u308b\u6bd4\u7387<\/u><\/strong>\u3092\u6307\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u78ba\u4fe1\u5ea6\u304c\u9ad8\u3044\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u6295\u7a3f\u8005\u306b\u3068\u3063\u3066\u305d\u306e\u6295\u7a3f\u304c\u5360\u3081\u308b\u5272\u5408\u304c\u9ad8\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u300c\u8d64\u5ddd =&gt; \u6a9c\u672c\u300d\u3068\u3044\u3046\u6295\u7a3f\u306f\u3001\u8d64\u5ddd\u3055\u3093\u306b\u3068\u3063\u306650%\u3092\u5360\u3081\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u30ea\u30d5\u30c8\uff08lift\uff09\u3068\u306f\u3001<strong><u>\u78ba\u4fe1\u5ea6\u00f7\u304a\u304b\u3052\u306a\u4eba\u304c\u5168\u4f53\u3067\u5360\u3081\u308b\u6bd4\u7387<\/u><\/strong>\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u306e\u5024\u304c1\u4ee5\u4e0a\u3060\u3068\u30eb\u30fc\u30eb\u3068\u3057\u3066\u306f\u6709\u52b9\u3060\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ea\u30d5\u30c8\u304c\u4e00\u756a\u89e3\u308a\u306b\u304f\u3044\u306e\u3067\u3059\u304c\u3001\u3042\u307e\u308a\u544a\u767d\u3057\u306a\u3044\u4eba\u304c\u8272\u3093\u306a\u4eba\u304b\u3089\u544a\u767d\u3055\u308c\u308b\u4eba\u306b\u3057\u305f\u544a\u767d\u3063\u3066\u8cb4\u91cd\u3060\u3088\u306d\u3001\u3068\u6349\u3048\u308c\u3070\u826f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u306f\u3001\u652f\u6301\u5ea6\u306f\u91cf\u3001\u78ba\u4fe1\u5ea6\u306f\u8cea\u3068\u3060\u3051\u7406\u89e3\u3044\u305f\u3060\u3051\u308c\u3070\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3055\u3066\u3001\u307e\u305a\u306f\u652f\u6301\u5ea6\u304c\u9ad8\u3044\u9806\u306e\u7d50\u679c\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002TOP30\u3092\u63cf\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u300c\u898b\u305b\u308b\u5316\u300d\u304c\u91cd\u8981\u306a\u306e\u3067\u3001DiagrammeR\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<pre>install.packages(\"DiagrammeR\")\r\nlibrary(\"DiagrammeR\")\r\nrule.df$LHS &lt;- str_replace_all(rule.df$rule,\"=&gt;.+\",\"\")\r\nrule.df$RHS &lt;- str_replace_all(rule.df$rule,\".+=&gt;\",\"\")\r\nrule.df$LHS &lt;- rule.df$LHS %&gt;% str_replace_all(\"\\\\{\u6295\u7a3f\u8005\",\"\") %&gt;% str_replace_all(\"\\\\}\",\"\")\r\nrule.df$LHS &lt;- rule.df$LHS %&gt;% str_replace_all(\"\\\\&lt;\",\"\") %&gt;% str_replace_all(\"\\\\&gt;\",\"\")\r\nrule.df$RHS &lt;- rule.df$RHS %&gt;% str_replace_all(\"\\\\{\u304a\u304b\u3052\u306a\u4eba\",\"\") %&gt;% str_replace_all(\"\\\\}\",\"\")\r\nrule.df$RHS &lt;- rule.df$RHS %&gt;% str_replace_all(\"\\\\&lt;\",\"\") %&gt;% str_replace_all(\"\\\\&gt;\",\"\")\r\nrule.df$mermaid &lt;- paste0(rule.df$LHS, \"--&gt;|\", (floor(rule.df$confidence*1000)\/10), \"%|\", rule.df$RHS)\r\nrule.df$mermaid\r\nmermaid(paste(\"graph TD\",Reduce(function(...){paste(...,sep=\"\\n\")},rule.df$mermaid),sep=\"\\n\"))\r\n<\/pre>\n<p>\u6b63\u898f\u8868\u73fe\u4e0b\u624b\u304f\u305d\u3067\u3059\u3044\u307e\u305b\u3093\u3001\u3068\u601d\u3044\u3064\u3064\u3001\u305d\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3468 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0073.jpg\" alt=\"\" width=\"772\" height=\"516\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0073.jpg 772w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0073-300x201.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0073-768x513.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0073-370x247.jpg 370w\" sizes=\"(max-width: 772px) 100vw, 772px\" \/><br \/>\n\u77e2\u5370\u4e0a\u306e\u6570\u5b57\u306f\u78ba\u4fe1\u5ea6\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong><u>\u898b\u4e8b\u306b\u6771\u962a\u3067\u5206\u304b\u308c\u307e\u3057\u305f<\/u><\/strong>\u3002\u307e\u3041\u3001\u3081\u3063\u305f\u306b\u7d61\u307f\u304c\u3042\u308a\u307e\u305b\u3093\u304b\u3089\u306d\u2026\u3002<\/p>\n<p>\u9762\u767d\u3044\u306e\u306f\u3001\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e\u3053\u3060\u307e\u304c\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3469\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0081.jpg\" alt=\"\" width=\"240\" height=\"146\" \/><\/p>\n<figure id=\"attachment_4428\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u4f50\u3005\u6728\u30fb\u82e5\u6797\u53cc\u65b9\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d<\/figcaption><\/figure>\n<p>\u4f50\u3005\u6728\u304b\u3089\u82e5\u6797\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e13.2%\u304c\u3001\u82e5\u6797\u304b\u3089\u4f50\u3005\u6728\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e6.4%\u304c\u3053\u3060\u307e\u3057\u3066\u3044\u307e\u3059\u3002\u652f\u6301\u5ea6\u9ad8\u3044\u306a\u304c\u3089\u3001\u3042\u308a\u304c\u3068\u3046\u306e\u5c71\u5f66\u304c\u767a\u751f\u3059\u308b\u307b\u3069\u30012\u4eba\u306e\u95a2\u4fc2\u6027\u306f\u5f37\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u5b9f\u969b\u30012\u540d\u306f\u540c\u3058\u90e8\u7f72\u306b\u6240\u5c5e\u3057\u3001\u540c\u3058PJ\u30e1\u30f3\u30d0\u30fc\u3068\u3057\u3066\u4ed5\u4e8b\u3092\u3057\u305f\u671f\u9593\u3082\u9577\u304f\u3001\u307e\u3055\u306b\u76f8\u68d2\u306e\u3088\u3046\u306a\u5b58\u5728\u306a\u306e\u3067\u3059\u3002<\/p>\n<p>\u4ed6\u306b\u3082\u767b\u5834\u56de\u6570\u304c\u5727\u5012\u7684\u306b\u591a\u3044\u85e4\u539f\u30fb\u54c1\u7530\u9593\u3067\u3082\u3053\u3060\u307e\u304c\u767a\u751f\u3057\u3066\u3044\u3066\u3001\u4ef2\u826f\u3044\u3088\u306a\u301c\u3068\u6539\u3081\u3066\u601d\u3044\u307e\u3059\u3002\u77e5\u3089\u3093\u3051\u3069\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6b21\u306b\u3001\u78ba\u4fe1\u5ea6\u304c\u9ad8\u3044\u9806\u306e\u7d50\u679c\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u3061\u3089\u304c\u666e\u6bb5\u6ec5\u591a\u306b\u6295\u7a3f\u3057\u306a\u3044\u4eba\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3063\u3066\u3084\u3064\u3067\u3059\u3002\u540c\u3058\u304fTOP30\u3092\u63cf\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3470 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0091.jpg\" alt=\"\" width=\"772\" height=\"483\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0091.jpg 772w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0091-300x188.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0091-768x480.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/0091-370x231.jpg 370w\" sizes=\"(max-width: 772px) 100vw, 772px\" \/><br \/>\n\u30ac\u30e9\u30c3\u3068\u50be\u5411\u304c\u5909\u308f\u308a\u307e\u3057\u305f\u306d\u3002<\/p>\n<p>\u91cf\u304b\u3089\u8cea\u306b\u5909\u3048\u3066\u3082\u3001\u540c\u3058\u3088\u3046\u306b\u3053\u3060\u307e\u306f\u8d77\u304d\u3066\u3044\u3066\u3001\u9808\u8cc0\u304b\u3089\u6d45\u91ce\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e25%\u304c\u3001\u6d45\u91ce\u304b\u3089\u9808\u8cc0\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e11.3%\u304c\u3053\u3060\u307e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5148\u307b\u3069\u3068\u540c\u3058\u304f\u30012\u4eba\u3068\u3082\u540c\u3058\u90e8\u7f72\u3067\u8f9b\u9178\u8f9b\u82e6\u3092\u5473\u308f\u3063\u305f\u4ef2\u9593\u3060\u304b\u3089\u3053\u305d\u3067\u3059\u306d\u3002\u77e5\u3089\u3093\u3051\u3069\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u3068\u3053\u308d\u3067\u8cea\u306b\u8ee2\u63db\u3057\u3066\u898b\u3066\u307f\u308b\u3068\u3001\u90e8\u7f72\u3092\u8de8\u3044\u3060\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3082\u51fa\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u6885\u672c\uff08\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u4e8b\u696d\u90e8\uff09\u2192\u4e09\u539f\uff08\u958b\u767a\u90e8\uff09\u3084\u8fd1\u85e4\uff08\u30b3\u30fc\u30dd\u30ec\u30fc\u30c8\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u90e8\uff09\u2192\u5927\u6cb3\u5185\uff08EC-CUBE\u4e8b\u696d\u90e8\uff09\u306a\u3069\u3067\u3059\u3002<\/p>\n<p><strong><u>\u90e8\u7f72\u306e\u57a3\u6839\u3092\u8d8a\u3048\u3066\u3001\u3042\u308a\u304c\u3068\u3046\u3068\u8a00\u3048\u308b\u3002\u305d\u308c\u3063\u3066\u3001\u7d20\u6575\u3084\u3093\u3002<\/u><\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u3053\u3046\u3057\u305f\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e\u3084\u308a\u53d6\u308a\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e2\u4eba\u3067\u4f55\u304b\u4ed5\u4e8b\u306e\u3084\u308a\u53d6\u308a\u304c\u3042\u3063\u305f\u3093\u3060\u306a\u3068\u304b\u3001\u901a\u5e38\u306f\u898b\u3048\u306a\u3044\u4eba\u9593\u95a2\u4fc2\u304c\u6d6e\u304b\u3093\u3067\u304f\u308b\u306e\u3067\u3001\u4eba\u4e8b\u30fb\u52b4\u52d9\u7ba1\u7406\u7684\u306b\u3082\u826f\u3044\u9762\u306f\u3042\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u306d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u300c\u614b\u5ea6\u5909\u5bb9\u300d\u3082\u308f\u304b\u308b\u306e\u3067\u306f\u306a\u3044\u304b\uff1f<\/h4>\n<p>\u6700\u5f8c\u306b\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3078\u306e\u5fdc\u7528\u4e8b\u4f8b\u3082\u8003\u3048\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u306a\u3089\u9806\u756a\u3092\u8003\u616e\u3057\u3066X\u306e\u3042\u3068\u306bY\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u3053\u3068\u304c\u5206\u304b\u308b\u306a\u3089\u3001Y\u3092\u76f4\u63a5CV\u306e\u3042\u3063\u305f\u5e83\u544a\u5a92\u4f53\u3068\u5b9a\u7fa9\u3057\u3066\u3001\u4f55\u306e\u5e83\u544a\u3042\u308c\u3070Y\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u304b\u3001\u3059\u306a\u308f\u3061\u300c\u614b\u5ea6\u5909\u5bb9\u300d\u306b\u7e4b\u304c\u308a\u3084\u3059\u3044\u9593\u63a5\u52b9\u679c\u5e83\u544a\u5a92\u4f53\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>CV\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u5e83\u544a\u63a5\u89e6\u5c65\u6b74\u3082\u3001CV\u3057\u3066\u3044\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u306e\u5e83\u544a\u63a5\u89e6\u5c65\u6b74\u3082\u7daf\u3044\u4ea4\u305c\u3066\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u304b\u3051\u3066\u3057\u307e\u3048\u3070\u3044\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u552f\u4e00\u3001\u8003\u616e\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u306f\u3001\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u9806\u5e8f\u306f\u8003\u616e\u3067\u304d\u3066\u3082\u3001\u6642\u9593\u306e\u611f\u899a\u306f\u8003\u616e\u3067\u304d\u306a\u3044\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3059\u306a\u308f\u3061\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u5e83\u544a\u3092\u30af\u30ea\u30c3\u30af\u3057\u30663\u30f6\u6708\u306b\u30e1\u30eb\u30de\u30ac\u7d4c\u7531\u3067CV\u306b\u81f3\u308b\u306e\u3068\u3001\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u5e83\u544a\u3092\u30af\u30ea\u30c3\u30af\u3057\u30661\u65e5\u5f8c\u306b\u30e1\u30eb\u30de\u30ac\u7d4c\u7531\u3067CV\u306b\u81f3\u308b\u306e\u3067\u306f\u3001\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u5e83\u544a\u305d\u306e\u3082\u306e\u3092\u614b\u5ea6\u5909\u5bb9\u3092\u4e0e\u3048\u305f\u3082\u306e\u304b\u3069\u3046\u304b\u306e\u8003\u3048\u65b9\u304c\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u5fdc\u3053\u306e\u3042\u305f\u308a\u306e\u89e3\u3068\u306a\u308b\u8ad6\u6587\u306f\u767a\u8868\u3055\u308c\u3066\u3044\u3066\u3001\u4ee5\u4e0b\u3092\u8aad\u3080\u9650\u308a\u4e00\u5b9a\u6642\u9593\u611f\u899a\u4ee5\u4e0a\u3067\u56f2\u3080\u304b\u533a\u5207\u308b\u306e\u304c\u826f\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u30a2\u30a4\u30c6\u30e0\u9593\u306e\u8ddd\u96e2\u3092\u8003\u616e\u3057\u305f Sequential Pattern Mining \u306e\u63d0\u6848<br \/>\n<u>https:\/\/dspace.wul.waseda.ac.jp\/dspace\/bitstream\/2065\/697\/1\/1g01p043.pdf<\/u><\/p>\n<p>\u8208\u5473\u306e\u3042\u308b\u65b9\u3001\u826f\u304b\u3063\u305f\u3089\u4e00\u7dd2\u306b\u7814\u7a76\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<u>\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089\u3002<\/u><\/p>\n<p>\u4ee5\u4e0a\u3001\u304a\u624b\u6570\u3067\u3059\u304c\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u682a\u5f0f\u4f1a\u793e\u30ed\u30c3\u30af\u30aa\u30f3\u306b\u306f\u300c\u4f01\u696d\u7406\u5ff5\u306e\u7406\u89e3\u6d78\u900f\u3001\u4f53\u73fe\u4fc3\u9032\u300d\u3092\u76ee\u7684\u3068\u3057\u3066\u7406\u5ff5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u308b\u4f53\u5236\u304c\u3042\u308a\u307e\u3059\uff08\u53c2\u8003\u8a18\u4e8b\u306f\u30b3\u30c1\u30e9\uff09\u3002 &nbsp; \u7406\u5ff5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u73fe\u5728\u3001\u300cOKAGE SUN \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u3092\u63a8\u9032\u3057\u3066\u3044\u307e\u3059\u3002 \u767b\u9332\u30d5\u30a9\u30fc\u30e0\u3092\u8a2d\u3051\u3066\u30ed\u30c3\u30af\u30aa\u30f3\u3067\u50cd\u304f\u4eba\u5168\u54e1\uff08\u6b63\u793e\u54e1\u3001\u30d0\u30a4\u30c8\u3001\u5b50\u4f1a\u793e\u3068\u304b\u4e00\u5207\u95a2\u4fc2\u306a\u304f\uff01\uff09\u306e\u300c\u304a\u304b\u3052\u3055\u3093\u3067\u3059\uff08\u3042\u308a\u304c\u3068\u3046\uff01\uff09\u300d\u3068\u3044\u3046\u58f0\u3092\u96c6\u3081\u3001WEB\u4e0a\u3067\u63b2\u8f09\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002 &nbsp; WEB\u4e0a\u3067\u306f\u3001\u4ed5\u4e8b\u4e0a\u3067\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u3044\u3046\u639b\u3051\u58f0\u304c\u98db\u3073\u4ea4\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3002 &nbsp; \u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3063\u3066\u8a00\u3048\u3070\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3063\u3066\u8a00\u3046\u3002 \u3053\u3060\u307e\u3067\u3057\u3087\u3046\u304b\uff1f\u3044\u3044\u3048\u3001\u8ab0\u3067\u3082\u3002 \u305d\u3093\u306a\u8077\u5834\u3063\u3066\u3001\u7d20\u6575\u3084\u3093\u3002 &nbsp; \u4eca\u56de\u306f\u3001\u305d\u3093\u306a\u7d20\u6575\u3055\u306e\u300c\u898b\u3048\u308b\u5316\u300d\u306b\u6311\u6226\u3057\u307e\u3059\u3002 &nbsp; \u30c7\u30fc\u30bf\u306e\u5206\u5e03\uff1a\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e\u5185\u8a33 \u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u59cb\u307e\u3063\u305f2014\u5e7410\u6708\u5206\u304b\u3089\u3001\u304a\u3088\u305d2,500\u4ef6\u5206\u3042\u308a\u307e\u3059\u3002\u55b6\u696d\u65e5\u304c260\u65e5\u3060\u3068\u3057\u3066\u3001\u304a\u3088\u305d1\u65e5\u3042\u305f\u308a5\u4ef6\u306e\u6295\u7a3f\u304c\u3042\u308b\u8a08\u7b97\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u3046\u3057\u305f\u53d6\u308a\u7d44\u307f\u306f\u5e74\u6708\u304c\u7d4c\u3064\u3053\u3068\u306b\u5f90\u3005\u306b\u904e\u758e\u308b\u3082\u306e\u3067\u3059\u304c\u3001\u4eca\u3067\u3082\u30b3\u30f3\u30b9\u30bf\u30f3\u30c8\u306b\u6295\u7a3f\u3055\u308c\u7d9a\u3051\u3066\u3044\u308b\u306e\u3067\u3001\u4eca\u3084\u30ed\u30c3\u30af\u30aa\u30f3\u306b\u6839\u4ed8\u3044\u305f\u6587\u5316\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002 \u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u300c\u3042\u306a\u305f\u306e\u304a\u540d\u524d\u300d\u300c\u76f8\u624b\u306e\u304a\u540d\u524d\u300d\u300c\u7406\u7531\u300d\u306e3\u9805\u76ee\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u30a4\u30e1\u30fc\u30b8\u3002 \u307e\u305a\u3001\u300c\u3042\u306a\u305f\u306e\u304a\u540d\u524d\u300d\uff08\u4ee5\u964d\u3001\u6295\u7a3f\u8005\uff09\u306e\u5206\u5e03\u304b\u3089\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u6295\u7a3f\u56de\u6570\u591a\u3044\u9806\u30e9\u30f3\u30ad\u30f3\u30b0 \u5727\u5012\u7684\u306b\u6295\u7a3f\u56de\u6570\u304c\u591a\u3044\u306e\u304c\u54c1\u7530\u3001\u6b21\u306b\u85e4\u539f\u306e\u4e21\u540d\u3002\u54c1\u7530\u306f\u7406\u5ff5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30f3\u30d0\u30fc\u3068\u3057\u3066\u3082\u73fe\u5728\u6d3b\u8e8d\u4e2d\u306e\u65b0\u53522\u5e74\u76ee\u3067\u3059\u3002 \u6295\u7a3f\u6570\u306e\u591a\u3044\u4e0a\u4f4d\u8005\u306f\u6b86\u3069\u304c\u6771\u4eac\u652f\u793e\u52e4\u52d9\u304b\u65b0\u5352\u30fb\u82e5\u624b\u7d44\u3067\u5360\u3081\u3089\u308c\u3066\u3044\u3066\u3001\u3053\u3046\u3044\u3046\u306e\u3063\u3066\u30ce\u30ea\u3068\u304b\u52e2\u3044\u3068\u304b\u5927\u4e8b\u3060\u3088\u306a\u301c\u3068\u611f\u3058\u307e\u3059\u3002 \u03bb=1\u306e\u6307\u6570\u5206\u5e03\u306b\u898b\u3048\u306a\u304f\u3082\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u8107\u306b\u7f6e\u3044\u3066\u8a71\u3092\u9032\u3081\u307e\u3059\u3002 &nbsp; \u6b21\u306b\u3001\u300c\u76f8\u624b\u306e\u304a\u540d\u524d\u300d\uff08\u4ee5\u964d\u3001\u304a\u304b\u3052\u306a\u4eba\uff09\u306e\u5206\u5e03\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u300c\u3042\u308a\u304c\u3068\u3046\u300d\u8a00\u308f\u308c\u3066\u3044\u308b\u56de\u6570\u591a\u3044\u9806\u30e9\u30f3\u30ad\u30f3\u30b0 \u6295\u7a3f\u8005\u306e\u5206\u5e03\u3068\u306f\u9055\u3063\u305f\u50be\u5411\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u4e0a\u4f4d10\u540d\u5168\u3066\u6771\u4eac\u652f\u793e\u52e4\u52d9\u304c\u5360\u3081\u307e\u3057\u305f\u3002\u4ef2\u306e\u826f\u3055\u3001\u4eba\u9593\u95a2\u4fc2\u306e\u6fc3\u3055\u304c\u4f3a\u3044\u77e5\u308c\u307e\u3059\u3002 &nbsp; \u305f\u3060\u3001\u300c\u304a\u304b\u3052\u306a\u4eba\u300d\uff1d\u300c\u3042\u308a\u304c\u3068\u3046\u3068\u611f\u8b1d\u3055\u308c\u3066\u3044\u308b\u4eba\u300d\u3060\u304b\u3089\u3001\u4e0b\u4f4d\u306e\u4eba\u306f\u30c0\u30e1\u306a\u306e\u304b\uff1f\u3068\u8a00\u3046\u3068\u3001\u6c7a\u3057\u3066\u305d\u3093\u306a\u3053\u3068\u306f\u7121\u3044\u3067\u3057\u3087\u3046\u3002 \u666e\u6bb5\u6ec5\u591a\u306b\u6295\u7a3f\u3057\u306a\u3044\u4eba\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3063\u3066\u3001\u51c4\u304f\u91cd\u307f\u304c\u3042\u308b\u3068\u601d\u3046\u304b\u3089\u3067\u3059\u3002\u305d\u3093\u306a\u8cb4\u91cd\u306a\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3092\u8a00\u308f\u308c\u305f\u4eba\u3001\u7d20\u6575\u3058\u3083\u306a\u3044\u3067\u3059\u304b\uff1f \u3064\u307e\u308a\u91cf\u3082\u5927\u4e8b\u3060\u3051\u3069\u8cea\u3082\u5927\u4e8b\u3002\u4e21\u65b9\u542b\u3081\u3066\u3001\u3042\u308a\u304c\u3068\u3046\u306e\u300c\u898b\u3048\u308b\u5316\u300d\u3057\u305f\u3044\u306e\u3067\u3059\u3002\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u3067\u3057\u3087\u3046\u304b\uff1f &nbsp; \u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306f\u898b\u3048\u308b\u5316\u3067\u304d\u308b \u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\uff08Sequential Pattern Mining\uff09\u3092\u4f7f\u3063\u3066\u3001\u8cea\u3068\u91cf\u3092\u542b\u3081\u305f\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306e\u898b\u3048\u308b\u5316\u306b\u6311\u307f\u307e\u3059\u3002 \u4eca\u56de\u3082R\u3092\u4f7f\u3063\u3066\u5206\u6790\u3057\u307e\u3059\u3002 \u3053\u306e\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u306epackage\u540d\u304c\u201carulesSequences\u201d\u3067\u3042\u308b\u901a\u308a\u3001\u201darules\u201d\u3059\u306a\u308f\u3061\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u306b\u5c11\u3057\u3060\u3051\u89e6\u308c\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002 &nbsp; \u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3068\u306f\u3001POS\u5206\u6790\u3067\u304a\u306a\u3058\u307f\u306e\u624b\u6cd5\u3067\u3059\u3002 POS\u5206\u6790\u3068\u8a00\u3048\u3070\u300c\u30d3\u30fc\u30eb\u300d\u3068\u300c\u304a\u3080\u3064\u300d\u306e\u8a71\u304c\u767b\u5834\u3057\u307e\u3059\u304c\u3001\u305d\u3053\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u624b\u6cd5\u304c\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3067\u3059\u3002 \u8d85\u3056\u3063\u304f\u308a\u5206\u3051\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002 \u4e00\u7dd2\u306b\u4f55\u304c\u8cb7\u308f\u308c\u3084\u3059\u3044\u304b\u3001\u305d\u306e\u5f8c\u306b\u4f55\u304c\u8cb7\u308f\u308c\u3084\u3059\u3044\u304b\u3001\u30a4\u30e1\u30fc\u30b8\u306e\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002 \u3042\u308bPOS\u30c7\u30fc\u30bf\u3088\u308a 1\u56de\u306e\u8cb7\u3044\u7269\u3067\u898b\u308c\u3070\u30014\u56de\u4e2d3\u56de\u306f\u30d3\u30fc\u30eb\u3068\u304a\u3080\u3064\u304c\u4e00\u7dd2\u306b\u8cb7\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u304c\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3067\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3059\u3002 A\u3055\u3093\u3001B\u3055\u3093\u306e\u8cb7\u3044\u7269\u3067\u898b\u308c\u3070\u30012\u4eba\u3068\u3082\u30d3\u30fc\u30eb\u3092\u8cb7\u3063\u305f\u5f8c\u306b\u5927\u798f\u304c\u8cb7\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u304c\u7cfb\u5217\u30d1\u30bf\u30fc\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u91cf\u304c\u5c11\u306a\u3051\u308c\u3070\u76ee\u8996\u3067\u3082\u5206\u304b\u308a\u307e\u3059\u304c\u3001\u30ec\u30b3\u30fc\u30c9\u304c\u4f55\u5343\u3001\u4f55\u4e07\u3068\u3042\u308b\u3068\u3001\u9806\u756a\u3068\u3044\u3046\u5236\u7d04\u3092\u6c17\u306b\u3057\u306a\u304c\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u308b\u306e\u306f\u76f8\u5f53\u9aa8\u304c\u6298\u308c\u308b\u4f5c\u696d\u3067\u3059\u3088\u306d\u3002 \u3053\u306e\u624b\u6cd5\u3092\u4f7f\u3048\u3070\u3001\u300c\u6295\u7a3f\u8005\u300d\u306e\u6295\u7a3f\u306e\u3046\u3061\u3001\u8ab0\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u58f0\u3092\u304b\u3051\u3066\u3044\u3066\u3001\u305d\u306e\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u306f\u3069\u308c\u304f\u3089\u3044\u8cb4\u91cd\u304b\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002 &nbsp; \u300c\u3042\u308a\u304c\u3068\u3046\u300d\u304c\u3053\u3060\u307e\u3059\u308b \u307e\u305a\u6700\u521d\u306b\u3001\u5206\u6790\u7528\u306b\u30c7\u30fc\u30bf\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u52a0\u5de5\u3057\u3066\u304a\u304d\u307e\u3059\u3002 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":3459,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[157],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u304a\u4e92\u3044\u306b\u300c\u3042\u308a\u304c\u3068\u3046\u300d\u3068\u8a00\u3048\u308b\u8077\u5834\u3063\u3066\u306a\u3093\u304b\u7d20\u6575\u3084\u3093 - \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\/MARKETING METRICS Lab. &#8211; 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