{"id":732406,"date":"2022-07-20T17:01:58","date_gmt":"2022-07-20T17:01:58","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%80%82%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%e3%80%81%e3%81%a9%e3%81%ae\/"},"modified":"2022-07-20T17:01:58","modified_gmt":"2022-07-20T17:01:58","slug":"%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%80%82%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%e3%80%81%e3%81%a9%e3%81%ae","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%80%82%e3%82%af%e3%83%a9%e3%82%b9%e3%82%bf%e3%83%bc%e5%88%86%e6%9e%90%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b%e3%80%81%e3%81%a9%e3%81%ae\/","title":{"rendered":"\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3002\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\u4f55\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u4f7f\u3046\u304b"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u30d6\u30e9\u30f3\u30c9\u3084\u7d44\u7e54\u304c\u9867\u5ba2\u306e\u5fc3\u7406\u3092\u63a8\u8ad6\u3057\u3001\u7d50\u8ad6\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002 <\/span><b>\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/b><span style=\"font-weight: 400;\">\u306f\u3001\u5e02\u5834\u8abf\u67fb\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u5206\u6790\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002 <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-market-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u5e02\u5834\u8abf\u67fb <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\u3001\u9867\u5ba2\u306e\u69d8\u3005\u306a\u5c5e\u6027\u3001\u8cfc\u8cb7\u884c\u52d5\u3001\u597d\u304d\u5acc\u3044\u306a\u3069\u304b\u3089\u3001\u50be\u5411\u3092\u5c0e\u304d\u51fa\u3057\u3001\u30b0\u30eb\u30fc\u30d7\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30d6\u30e9\u30f3\u30c9\u3092\u652f\u63f4\u3059\u308b\u3001\u5e02\u5834\u8abf\u67fb\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u5206\u6790\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002 <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">\u5e02\u5834\u8abf\u67fb\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u3053\u306e\u5206\u6790\u624b\u6cd5\u306f\u3001\u60c5\u5831\u3092\u3088\u308a\u5c0f\u3055\u306a\u30b0\u30eb\u30fc\u30d7\u306b\u30d0\u30b1\u30c3\u30c8\u5316\u3057\u3001\u7570\u306a\u308b\u30b0\u30eb\u30fc\u30d7\u306e\u500b\u4eba\u304c\u540c\u69d8\u306e\u72b6\u6cc1\u4e0b\u3067\u3069\u306e\u3088\u3046\u306b\u884c\u52d5\u3059\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u69d8\u3005\u306a\u6a5f\u95a2\u3084\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u57fa\u6e96\u306b\u3088\u3063\u3066\u69d8\u3005\u306a\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u304c\u3001\u305d\u306e\u6839\u5e95\u306b\u3042\u308b\u306e\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u610f\u5473\u3059\u308b\u306e\u306f\u4f55\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/data-analysis-in-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u306e\u30c6\u30fc\u30de\u306f\u4f3c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u30b3\u30f3\u30c6\u30f3\u30c4\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_cluster_analysis?\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\uff1f<\/a><\/li>\n<li><a href=\"#cluster_analysis_methods\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u624b\u6cd5<\/a>\n<ol>\n<li><a href=\"#hierarchical_clustering\">\u968e\u5c64\u578b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li>\n<li><a href=\"#centroid-based_clustering\">\u30bb\u30f3\u30c8\u30ed\u30a4\u30c9\u30d9\u30fc\u30b9\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li>\n<li><a href=\"#distribution-based_clustering\">\u5206\u5e03\u306b\u57fa\u3065\u304f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li>\n<li><a href=\"#density-based_clustering\">\u5bc6\u5ea6\u30d9\u30fc\u30b9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#cluster_analysis_examples\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u4f8b<\/a><\/li>\n<li><a href=\"#cluster_analysis_with_questionpro\">QuestionPro\u306b\u3088\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_cluster_analysis?\" class=\"blankurl\"><b>\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\uff1f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\u3001\u7814\u7a76\u8005\u304c\u5bfe\u8c61\u7269\u306e\u96c6\u5408\u3092\u3001\u5c0f\u3055\u3044\u304c\u4ed6\u306e\u7570\u306a\u308b\u7279\u5fb4\u3092\u6301\u3064\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u30d0\u30b1\u30c3\u30c8\u307e\u305f\u306f\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u7814\u7a76\u306b\u304a\u3051\u308b\u7d71\u8a08\u7684\u624b\u6cd5\u3067\u3042\u308b\u3002 \u306e\u6839\u5e95\u306b\u3042\u308b\u30c6\u30fc\u30de\u306f  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/exploratory-data-analysis\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u89e3\u6790<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u30d6\u30e9\u30f3\u30c9\u3001\u7d44\u7e54\u3001\u7814\u7a76\u8005\u304c\u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30fc\u30bf\u304b\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5c0e\u304d\u51fa\u3057\u3001\u30c8\u30ec\u30f3\u30c9\u3092\u767a\u898b\u3057\u3001\u4eee\u8aac\u3068\u660e\u78ba\u306a\u4eee\u5b9a\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002 <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u7814\u7a76\u3067\u306e\u89e3\u6790\u624b\u6cd5\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u5e02\u5834\u8abf\u67fb\u3067\u306e\u30a4\u30f3\u30b5\u30a4\u30c8\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u30b9\u30af\u30e9\u30d3\u30f3\u30b0\u3001\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u7d71\u8a08\u30c7\u30fc\u30bf\u89e3\u6790\u304c\u30d9\u30fc\u30b9\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u76ee\u7684\u306f\u3001\u660e\u78ba\u306a\u884c\u52d5\u5909\u5316\u3092\u6301\u3064\u304c\u3001\u6839\u672c\u7684\u306a\u7279\u5fb4\u3084\u30e2\u30ce\u304c\u540c\u3058\u5bfe\u7167\u7fa4\u306b\u3042\u308b\u30e2\u30ce\u306e\u30b0\u30eb\u30fc\u30d7\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3042\u308b\u3002 \u3053\u306e\u8abf\u67fb\u624b\u6cd5\u306e\u512a\u308c\u305f\u4f8b\u3068\u3057\u3066\u3001\u9280\u884c\u304c\u5b9a\u6027\u30fb\u5b9a\u91cf\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u9867\u5ba2\u306e\u30af\u30ec\u30fc\u30e0\u51e6\u7406\u306e\u50be\u5411\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002 \u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u4e0d\u6b63\u8acb\u6c42\u306e\u7d50\u8ad6\u3084\u3001\u3088\u308a\u826f\u3044\u7406\u89e3\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/consumer-behavior-definition\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u6d88\u8cbb\u8005\u884c\u52d5<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2 id=\"cluster_analysis_methods\" class=\"blankurl\"><b>\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u624b\u6cd5  <\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306f\u3001\u7814\u7a76\u8005\u3084\u7d71\u8a08\u5b66\u8005\u304c\u30c7\u30fc\u30bf\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3001\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u3068\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/qualitative-research-methods\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u5b9a\u6027\u8abf\u67fb<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u307e\u305f\u306f <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/quantitative-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u5b9a\u91cf\u7684\u7814\u7a76<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u3084\u306f\u308a\u7814\u7a76\u7528\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u884c\u308f\u308c\u3001\u30c7\u30fc\u30bf\u306f\u30b0\u30e9\u30d5\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u524d\u8ff0\u306e\u901a\u308a\u3001\u7814\u7a76\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u69d8\u3005\u306a\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u624b\u6cd5\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u305f\u3060\u3057\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u65b9\u6cd5\u306f\u3001\u6570\u5b66\u7684\u306a\u6839\u62e0\u304c\u306a\u3044\u9650\u308a\u3001\u5b9f\u9a13\u7684\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002 \u3053\u3053\u3067\u306f\u3001\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002  <\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-441173\" src=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/07\/cluster-analysis-methods.jpg\" alt=\"\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u624b\u6cd5\" width=\"992\" height=\"915\"><\/p>\n<h3 id=\"hierarchical_clustering\" class=\"blankurl\"><b>\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u307e\u305f\u306f\u63a5\u7d9a\u6027\u306b\u57fa\u3065\u304f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u89e3\u6790<\/b><span style=\"font-weight: 400;\"> <\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3084\u63a5\u7d9a\u6027\u306b\u57fa\u3065\u304f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u89e3\u6790\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002 \u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u985e\u4f3c\u3057\u305f\u6210\u5206\u3092\u793a\u3059\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5f62\u6210\u3059\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u3001\u540c\u3058\u6027\u8cea\u3092\u6301\u3064\u4ed6\u306e\u30bb\u30c3\u30c8\u3068\u76f8\u95a2\u3055\u305b\u3066\u3001\u4ed6\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5f62\u6210\u3059\u308b\u3002 \u3053\u306e\u30e1\u30bd\u30c3\u30c9\u306e\u5927\u524d\u63d0\u306f  <\/span><a href=\"https:\/\/www.questionpro.com\/article\/survey-research.html\"><br \/>\n  <span style=\"font-weight: 400;\">\u8abf\u67fb\u7814\u7a76<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u306f\u3001\u8fd1\u304f\u306b\u3042\u308b\u3082\u306e\u306e\u65b9\u304c\u9060\u304f\u306b\u3042\u308b\u3082\u306e\u3088\u308a\u3082\u95a2\u9023\u6027\u304c\u9ad8\u3044\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u968e\u5c64\u578b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u3082\u3046\u4e00\u3064\u306e\u65b9\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u304b\u3089\u3001\u540c\u3058\u3088\u3046\u306a\u60c5\u5831\u3092\u6301\u3064\u5c0f\u3055\u306a\u30af\u30e9\u30b9\u30bf\u306b\u5206\u5272\u3057\u3066\u3044\u304f\u5206\u5272\u6cd5\u3067\u3042\u308b\u3002 \u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u30af\u30e9\u30b9\u30bf\u9593\u306e\u8ddd\u96e2\u3068\u305d\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u30af\u30e9\u30b9\u30bf\u9593\u306e\u30ea\u30f3\u30af\u57fa\u6e96\u3092\u3088\u308a\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u3002 \u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u3053\u306e\u89e3\u6790\u30e2\u30c7\u30eb\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u5272\u304c1\u3064\u3067\u306f\u306a\u3044\u3053\u3068\u3067\u3059\u3002  <\/span><\/p>\n<h3 id=\"centroid-based_clustering\" class=\"blankurl\"><b>\u30bb\u30f3\u30c8\u30ed\u30a4\u30c9\u30d9\u30fc\u30b9\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u6cd5\u3067\u306f\u3001\u30af\u30e9\u30b9\u30bf\u304c\u5f62\u6210\u3055\u308c\u308b\u304c\u3001\u5358\u4e00\u306e\u4e2d\u5fc3\u30d9\u30af\u30c8\u30eb\u70b9\u306b\u3088\u3063\u3066\u5b9a\u7fa9\u3055\u308c\u308b\u3002 K-means\u6cd5\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3001\u76ee\u7684\u3092\u5b9a\u3081\u305f\u8ef8\u4e0a\u306b\u4e2d\u5fc3\u70b9\u3092\u898b\u51fa\u3059\u3002 \u305d\u3057\u3066\u3001\u3053\u306e\u4e2d\u5fc3\u70b9\u304b\u3089\u30af\u30e9\u30b9\u30bf\u307e\u3067\u306e\u8ddd\u96e2\u304c\u6700\u5c0f\u306b\u306a\u308b\u3088\u3046\u306b\u3001\u3088\u308a\u5c0f\u3055\u306a\u30af\u30e9\u30b9\u30bf\u304c\u3053\u306e\u4e2d\u5fc3\u70b9\u306b\u63a5\u7d9a\u3055\u308c\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u6b20\u70b9\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u6570\uff08k-cluster\uff09\u3092\u6700\u521d\u306b\u5b9a\u7fa9\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3084\u8868\u73fe\u304c\u5236\u9650\u3055\u308c\u308b\u3053\u3068\u3067\u3042\u308b\u3002  <\/span><\/p>\n<h3 id=\"distribution-based_clustering\" class=\"blankurl\"><b>\u5206\u5e03\u306b\u57fa\u3065\u304f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5206\u5e03\u306b\u57fa\u3065\u304f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u89e3\u6790\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u3092\u540c\u3058\u5206\u5e03\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3002 \u3053\u306e\u65b9\u5f0f\u306f\u3001\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/statistical-analysis\/\"><span style=\"font-weight: 400;\">\u7d71\u8a08\u89e3\u6790<\/span><\/a><span style=\"font-weight: 400;\"> \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u3053\u306e\u65b9\u6cd5\u306e\u7279\u5fb4\u306f\u3001\u5206\u5e03\u304b\u3089\u30b5\u30f3\u30d7\u30eb\u5bfe\u8c61\u3092\u96c6\u3081\u308b<a href=\"https:\/\/www.questionpro.com\/blog\/simple-random-sampling\/\">\u5358\u7d14\u306a\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b<\/a>\u3042\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5c5e\u6027\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u8868\u793a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3042\u308b\u3002 \u3057\u304b\u3057\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306e\u6b20\u70b9\u306f\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u305f\u3081\u3001\u5404\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u5206\u5e03\u306b\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u305a\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u30d0\u30a4\u30a2\u30b9\u306e\u8981\u7d20\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3067\u3042\u308b\u3002  <\/span><\/p>\n<h3 id=\"density-based_clustering\" class=\"blankurl\"><b>\u5bc6\u5ea6\u30d9\u30fc\u30b9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5bc6\u5ea6\u30d9\u30fc\u30b9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u6cd5\u306f\u30014\u756a\u76ee\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30af\u30e9\u30b9\u30bf\u5206\u6790\u624b\u6cd5\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u3068\u6bd4\u8f03\u3057\u305f\u5bc6\u5ea6\u306b\u57fa\u3065\u3044\u3066\u30af\u30e9\u30b9\u30bf\u304c\u5b9a\u7fa9\u3055\u308c\u308b\u3002 \u758e\u306a\u90e8\u5206\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u8868\u73fe\u4e0a\u3001\u4e00\u822c\u7684\u306b\u30af\u30e9\u30b9\u30bf\u3092\u5206\u96e2\u3059\u308b\u305f\u3081\u3001\u30ce\u30a4\u30ba\u3084\u5883\u754c\u70b9\u3067\u3042\u308b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">DBSCAN\u306f\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u5bc6\u5ea6\u30d9\u30fc\u30b9\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u3042\u308b\u3002 \u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u306e\u6b20\u70b9\u306f\u30012\u3064\u306e\u30af\u30e9\u30b9\u30bf\u306e\u9055\u3044\u3092\u898b\u305b\u308b\u305f\u3081\u306b\u5bc6\u5ea6\u3092\u843d\u3068\u3059\u5fc5\u8981\u304c\u3042\u308a\u3001\u4e0d\u81ea\u7136\u306b\u611f\u3058\u308b\u3053\u3068\u304c\u591a\u3044\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<h2 id=\"cluster_analysis_examples\" class=\"blankurl\"><b>\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u4f8b<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306f\u78ba\u5b9f\u306b\u52b9\u679c\u304c\u3042\u308a\u3001\u696d\u754c\u3001\u6a5f\u80fd\u3001\u7814\u7a76\u5206\u91ce\u3092\u554f\u308f\u305a\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002 \u306b\u304a\u3051\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u6709\u7528\u6027\u3092\u3088\u308a\u3088\u304f\u8868\u73fe\u3059\u308b\u305f\u3081\u306b\u3002  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/what-is-research\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u7814\u7a76<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">\u3067\u306f\u3001\u4e0b\u306e2\u3064\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002 <\/span> <\/p>\n<h3><b>\u30ea\u30c6\u30fc\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3051\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30d6\u30e9\u30f3\u30c9\u306f\u5f93\u6765\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3092\u7528\u3044\u3066\u3001\u8cfc\u8cb7<a href=\"https:\/\/www.questionpro.com\/blog\/behavioral-research\/\">\u884c\u52d5\u8abf\u67fb\u3084<\/a>\u30c8\u30ec\u30f3\u30c9\u306e\u610f\u5473\u3065\u3051\u3092\u884c\u3046\u305f\u3081\u306b <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/demographic-segmentation\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> \u3092\u3001\u9867\u5ba2\u5c64\u306e\u4e2d\u306b\u5165\u308c\u3066\u3044\u307e\u3059\u3002 \u901a\u5e38\u3001\u8003\u616e\u3055\u308c\u308b\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u306f\u3001\u5730\u7406\u7684\u306a\u5834\u6240\u3001\u6027\u5225\u3001\u5e74\u9f62\u3001\u4e16\u5e2f\u306e\u5e74\u9593\u53ce\u5165\u306a\u3069\u3067\u3059\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u7570\u306a\u308b\u6d88\u8cbb\u8005\u30b0\u30eb\u30fc\u30d7\u304c\u3069\u306e\u3088\u3046\u306b\u4ed6\u306e\u8cfc\u8cb7\u6c7a\u5b9a\u3092\u884c\u3046\u304b\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u5c0f\u58f2\u5927\u624b\u306f\u3053\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u305d\u306e\u3088\u3046\u306a\u6d88\u8cbb\u8005\u5c64\u3078\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u65b9\u6cd5\u306e\u985e\u4f3c\u6027\u3092\u5c0e\u304d\u51fa\u3057\u307e\u3059\u3002 \u307e\u305f\u3001\u3053\u308c\u306f\u652f\u51fa\u306b\u5bfe\u3059\u308bROI\u3092\u6700\u5927\u5316\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u4ee5\u4e0b\u3092\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002  <\/span><a href=\"https:\/\/www.questionpro.com\/blog\/customer-churn\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u30ab\u30b9\u30bf\u30de\u30fc\u30c1\u30e3\u30fc\u30f3<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">. <\/span> <\/p>\n<h3><b>\u30b9\u30dd\u30fc\u30c4\u79d1\u5b66\u306b\u304a\u3051\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u307e\u305f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u65e5\u5e38\u7684\u306a\u5229\u7528\u4f8b\u3068\u3057\u3066\u3001\u30b9\u30dd\u30fc\u30c4\u306e\u5206\u91ce\u304c\u3042\u308b\u3002 \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u7814\u7a76\u8005\u3001\u533b\u5e2b\u3001\u30c1\u30fc\u30e0\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3001\u30b9\u30ab\u30a6\u30c8\u306a\u3069\u304c\u3001\u4f3c\u305f\u3088\u3046\u306a\u9078\u624b\u304c\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u3069\u306e\u3088\u3046\u306b\u6d3b\u8e8d\u3059\u308b\u304b\u3001\u305d\u306e\u30b9\u30dd\u30fc\u30c4\u3067\u3069\u306e\u3088\u3046\u306a\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u304b\u3092\u8abf\u3079\u307e\u3059\u3002 \u9078\u624b\u306f\u4f53\u578b\u3001\u5e74\u9f62\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u306a\u3069\u306e\u57fa\u6e96\u3067\u30d0\u30b1\u30c3\u30c8\u5316\u3055\u308c\u3001\u305d\u306e\u52b9\u679c\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002  <\/span><\/p>\n<h2 id=\"cluster_analysis_with_questionpro\" class=\"blankurl\"><b>QuestionPro\u306b\u3088\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790  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