{"id":6368,"date":"2023-05-12T10:08:24","date_gmt":"2023-05-12T01:08:24","guid":{"rendered":"https:\/\/const.www.macromill.com\/service\/?page_id=6368"},"modified":"2025-10-08T15:31:08","modified_gmt":"2025-10-08T06:31:08","slug":"non-hierarchical-clustering","status":"publish","type":"page","link":"https:\/\/www.macromill.com\/service\/data-analysis\/non-hierarchical-clustering\/","title":{"rendered":"\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790"},"content":{"rendered":"<div class=\"post_mod\">\n<div class=\"lo_service_body\">\n<h1 class=\"un_cont_ttl lo_mgnTopM\">\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790<\/h1>\n<section class=\"el_txt hp_txtGray hp_mgnTopL\" id=\"Index01\">\n<h2 class=\"el_ttlLv2_type2\">\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h2>\n<p>\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u305f\u3081\u306e\u624b\u6cd5\u306f\u8907\u6570\u5b58\u5728\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u6700\u3082\u30dd\u30d4\u30e5\u30e9\u30fc\u306a\u624b\u6cd5\u3067\u3042\u308a\u3001\u30de\u30af\u30ed\u30df\u30eb\u3067\u3082\u63a1\u7528\u3057\u3066\u3044\u308b<a href=\"#Index02\" class=\"hp_txtBlue\">k-means\u6cd5<\/a>\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\n\t\t\t<\/p>\n<p class=\"hp_mgnTopSS\">\u3042\u308b\u96c6\u56e3\u3092\u3001\u8eab\u9577\u3068\u4f53\u91cd\u3068\u3044\u30462\u3064\u306e\u5909\u6570\u3092\u57fa\u6e96\u306b\u3057\u3066\u30013\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306bk-means\u6cd5\u3067\u5206\u985e\u3057\u307e\u3059\u3002\n\t\t\t<\/p>\n<p class=\"hp_mgnTopSS\">\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306f\u56f31\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3067\u306f\u3001\u307e\u305a\u4e8b\u524d\u306b\u5206\u5272\u3057\u305f\u3044\u30af\u30e9\u30b9\u30bf\u30fc\u6570\u3092\u5165\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_001.png\" alt=\"\u5206\u5272\u3057\u305f\u3044\u30af\u30e9\u30b9\u30bf\u30fc\u6570\u3092\u5165\u529b\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f31<\/p>\n<p class=\"hp_mgnTopM\">\u4eca\u56de\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u6570\u306f3\u3067\u3059\u3002\u30b5\u30f3\u30d7\u30eb\u306e\u4e2d\u304b\u3089\u5206\u5272\u3057\u305f\u3044\u30af\u30e9\u30b9\u30bf\u30fc\u6570\u3068\u540c\u3058\u30013\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3073\u51fa\u3057\u3066\u6c34\u8272\u3067\u8868\u793a\u3057\u307e\u3057\u305f\u3002\u3053\u306e3\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306f\u30b7\u30fc\u30c9\uff08seed=\u7a2e\uff09\u3068\u3044\u3044\u3001\u305d\u308c\u305e\u308c\u306e\u30b5\u30f3\u30d7\u30eb\u30683\u3064\u306e\u30b7\u30fc\u30c9\u306b\u5bfe\u3059\u308b\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u3066\u3001\u6700\u3082\u8fd1\u3044\u30b7\u30fc\u30c9\u3092\u6c42\u3081\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u4eee\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u6700\u3082\u8fd1\u3044\u30b7\u30fc\u30c9\u3068\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u3068\u6c7a\u3081\u307e\u3059\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_002.png\" alt=\"\u5404\u30b5\u30f3\u30d7\u30eb\u3068\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3073\u51fa\u3057\u305f3\u3064\u306e\u30b7\u30fc\u30c9\u306b\u5bfe\u3059\u308b\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u3066\u3001\u6700\u3082\u8fd1\u3044\u30b7\u30fc\u30c9\u3092\u6c42\u3081\u308b\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f32<\/p>\n<p class=\"hp_mgnTopM\">\u3053\u306e\u3088\u3046\u306b\u30aa\u30ec\u30f3\u30b8\u3001\u6c34\u8272\u3001\u9ec4\u8272\u306e3\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4eee\u306b\u3064\u304f\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3067\u306f\u660e\u3089\u304b\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3055\u308c\u3066\u3044\u308b\u3068\u306f\u3044\u3048\u307e\u305b\u3093\u3002\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u306e\u76ee\u7684\u306f\u3001\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4e2d\u306b\u5c5e\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u306f\u306a\u308b\u3079\u304f\u4f3c\u901a\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u7570\u306a\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u9593\u3067\u306f\u306a\u308b\u3079\u304f\u9055\u3044\u304c\u306f\u3063\u304d\u308a\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_003.png\" alt=\"\u30aa\u30ec\u30f3\u30b8\u3001\u6c34\u8272\u3001\u9ec4\u8272\u306e3\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4eee\u306b\u3064\u304f\u308b\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f33<\/p>\n<p class=\"hp_mgnTopM\">\u305d\u3053\u3067\u30013\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u91cd\u5fc3\u3092\u305d\u308c\u305e\u308c\u6c42\u3081\u307e\u3059\u3002\u91cd\u5fc3\u306f\u3001\u5404\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u5e73\u5747\u5024\u3092\u3082\u3068\u306b\u7b97\u51fa\u3057\u307e\u3059\u3002\u30aa\u30ec\u30f3\u30b8\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u91cd\u5fc3\u3092\u3082\u3068\u3081\u308b\u306b\u306f\u3001\u30aa\u30ec\u30f3\u30b8\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u5e73\u5747\u4f53\u91cd\u30fb\u5e73\u5747\u8eab\u9577\u3092\u3082\u3068\u3081\u307e\u3059\u30023\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u304b\u3089\u3082\u3068\u3081\u3089\u308c\u305f\u91cd\u5fc3\u3092\u3072\u3057\u5f62\u3067\u8868\u3057\u307e\u3057\u305f\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_004.png\" alt=\"3\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u91cd\u5fc3\u3092\u305d\u308c\u305e\u308c\u6c42\u3081\u308b\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f34<\/p>\n<p class=\"hp_mgnTopM\">\u6b21\u306b\u3053\u306e\u91cd\u5fc3\u3092\u65b0\u3057\u3044\u30b7\u30fc\u30c9\u3068\u3057\u3066\u3001\u6700\u521d\u3068\u540c\u69d8\u306b\u305d\u308c\u305e\u308c\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u6700\u3082\u8fd1\u3044\u30b7\u30fc\u30c9\u3068\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u3088\u3046\u3001\u4eee\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3057\u307e\u3059\u30022\u5ea6\u76ee\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u306e\u7d50\u679c\u3092\u793a\u3057\u307e\u3057\u305f\u3002\u30aa\u30ec\u30f3\u30b8\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e2\u3064\u304c\u6c34\u8272\u306b\u3001\u6c34\u8272\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u3046\u3061\u306e1\u3064\u304c\u9ec4\u8272\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u79fb\u52d5\u3057\u307e\u3057\u305f\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_005.png\" alt=\"\u91cd\u5fc3\u3092\u65b0\u3057\u3044\u30b7\u30fc\u30c9\u3068\u3057\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u6700\u3082\u8fd1\u3044\u30b7\u30fc\u30c9\u3068\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u3088\u3046\u3001\u4eee\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f35<\/p>\n<p class=\"hp_mgnTopM\">\n\t\t\t\t\u524d\u30b9\u30c6\u30c3\u30d7\u3067\u3082\u3068\u3081\u305f\u65b0\u3057\u3044\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u3082\u3068\u306b\u3001\u65b0\u3057\u3044\u91cd\u5fc3\u3092\u6c42\u3081\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3092\u3057\u76f4\u3057\u3066\u3044\u307e\u3059\u3002\u524d\u30b9\u30c6\u30c3\u30d7\u3067\u56f3\u306e\u4e0a\u306e\u65b9\u306b\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u3092\u5931\u3063\u305f\u30aa\u30ec\u30f3\u30b8\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u91cd\u5fc3\u304c\u591a\u5c11\u4e0b\u65b9\u5411\u306b\u79fb\u52d5\u3057\u3001\u305d\u306e\u305f\u3081\u3055\u3089\u306b\u3082\u30461\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u6c34\u8272\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u53d6\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_006.png\" alt=\"\u65b0\u3057\u3044\u91cd\u5fc3\u3092\u6c42\u3081\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3092\u3057\u76f4\u3059\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f36<\/p>\n<p class=\"hp_mgnTopM\">\u307e\u305f\u540c\u3058\u3053\u3068\u3092\u884c\u306a\u3044\u307e\u3059\u3002\u6c34\u8272\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u304c\u30aa\u30ec\u30f3\u30b8\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u304b\u3089\u5de6\u65b9\u5411\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u7372\u5f97\u3057\u305f\u305f\u3081\u3001\u91cd\u5fc3\u304c\u5de6\u306b\u79fb\u52d5\u3057\u3001\u9ec4\u8272\u3068\u306e\u5883\u754c\u7dda\u4e0a\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u5931\u3044\u306f\u3058\u3081\u307e\u3057\u305f\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_007.png\" alt=\"\u65b0\u3057\u3044\u91cd\u5fc3\u3092\u6c42\u3081\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3092\u7e70\u308a\u8fd4\u3059\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f37<\/p>\n<p class=\"hp_mgnTopM\">\u6c34\u8272\u306e\u91cd\u5fc3\u304c\u3055\u3089\u306b\u53f3\u5074\u3078\u79fb\u52d5\u3057\u3001\u3082\u30461\u3064\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u9ec4\u8272\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u53d6\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u6642\u70b9\u3067\u304d\u308c\u3044\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u5b9f\u969b\u3044\u307e\u307e\u3067\u7e70\u308a\u8fd4\u3057\u305f\u30b9\u30c6\u30c3\u30d7\u3092\u3053\u308c\u4ee5\u964d\u4f55\u5ea6\u7e70\u308a\u8fd4\u3057\u3066\u3082\u3001\u3053\u308c\u4ee5\u4e0a\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5909\u5316\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_008.png\" alt=\"\u3053\u308c\u4ee5\u4e0a\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5909\u5316\u304c\u306a\u3044\u6642\u70b9\u307e\u3067\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u3051\u3092\u7e70\u308a\u8fd4\u3059\">\n\t\t\t\t<\/div>\n<\/p><\/div>\n<p class=\"hp_txtAlnC hp_mgnTopSS\">\u56f38<\/p>\n<p class=\"hp_mgnTopM\" id=\"Index02\">\u3053\u306e\u3088\u3046\u306b\u3001\u91cd\u5fc3\u3092\u3082\u3068\u3081\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u3057\u306a\u304a\u3059\u3068\u3044\u3046\u624b\u6cd5\u3092\u7e70\u308a\u8fd4\u305b\u306a\u304f\u306a\u308b\u307e\u3067\u7d9a\u3051\u308b\u3053\u3068\u304ck-means\u6cd5\u306e\u8003\u3048\u65b9\u3067\u3059\u3002\n\t\t\t<\/p>\n<div class=\"el_colUnitArea hp_mgnTopS hp_mgnBtmSS\">\n<div class=\"el_colOne\">\n\t\t\t\t\t<img decoding=\"async\" class=\"hp_mgnAuto0\" src=\"\/service\/assets\/lower\/data-analysis\/non-hierarchical-clustering\/image_009.png\" 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