{"id":1310,"date":"2010-09-14T19:03:54","date_gmt":"2010-09-14T10:03:54","guid":{"rendered":"http:\/\/labs.gree.jp\/blog\/?p=1310"},"modified":"2010-09-15T19:04:07","modified_gmt":"2010-09-15T10:04:07","slug":"%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e9%95%b7%e6%9c%9f%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%b3-gree-studio-2010-5%e6%97%a5%e7%9b%ae","status":"publish","type":"post","link":"https:\/\/labs.gree.jp\/blog\/2010\/09\/1310\/","title":{"rendered":"\u30a8\u30f3\u30b8\u30cb\u30a2\u9577\u671f\u30a4\u30f3\u30bf\u30fc\u30f3 GREE Studio 2010 5\u65e5\u76ee"},"content":{"rendered":"<p>\u524d\u56de\u306b\u5f15\u304d\u7d9a\u304d\u3001\u4e95\u4e0a\u304c\u66f8\u304b\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<br \/>\nGREE Studio 2010 5\u65e5\u76ee\u306e\u8b1b\u7fa9\u5185\u5bb9\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30a8\u30f3\u30b8\u30cb\u30a2\u3001morita\u3055\u3093\u306b\u3088\u308b\u300c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u300d\u3002\u696d\u52d9\u306e\u30ed\u30b0\u89e3\u6790\u306b\u304a\u3044\u3066\u7528\u3044\u3089\u308c\u308b\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5185\u5bb9\u3067\u3059\u3002\u524d\u56de\u306f\u30ec\u30dd\u30fc\u30c8\u5f62\u5f0f\u3067\u3057\u305f\u304c\u3001\u4eca\u56de\u306f\u3082\u3046\u5c11\u3057\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30d6\u30ed\u30b0\u306b\u8fd1\u3044\u5f62\u3067\u66f8\u3053\u3046\u3068\u601d\u3063\u3066\u9811\u5f35\u308a\u307e\u3057\u305f\u3002\u5b9c\u3057\u304f\u304a\u9858\u3044\u3057\u307e\u3059\u3002\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u306e\u5185\u5bb9\u306f\u3001<\/p>\n<blockquote>\n<ol>\n<li> \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u77e5\u8b58<\/li>\n<li> \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3078\u306e\u6311\u6226<\/li>\n<\/ol>\n<\/blockquote>\n<p>\u306b\u306a\u308a\u307e\u3059\u3002\u5f8c\u3067\u5b9a\u7fa9\u3057\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306e\u300c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u300d\u3068\u306f\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u96c6\u8a08\u3059\u308b\u4f5c\u696d\u3082\u542b\u3081\u3066\u3053\u306e\u8a00\u8449\u3092\u6307\u3059\u3053\u3068\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u89e3\u6790\u8005\u3068\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u884c\u3046\u4eba\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\uff08GREE\u3067\u306f<a href=\"http:\/\/www.gree.co.jp\/recruit\/career\/data.html\">\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30a8\u30f3\u30b8\u30cb\u30a2<\/a>\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002\uff09morita\u3055\u3093\u306e\u8b1b\u7fa9\u3067\u5b66\u3093\u3060\u3053\u3068\u3092\u81ea\u5206\u306a\u308a\u306b\u81a8\u3089\u307e\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u8272\u3005\u8aa4\u308a\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u3046\u3044\u3063\u305f\u90e8\u5206\u306f\uff08\u512a\u3057\u304f\uff09\u6307\u6458\u3057\u3066\u3044\u305f\u3060\u3051\u308b\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n<h3 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_0\"> 1.\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u77e5\u8b58<\/h3>\n<p>\u3053\u3053\u3067\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5b9a\u7fa9\u3084\u624b\u6cd5\u3001\u6d3b\u7528\u4e8b\u4f8b\u306b\u3064\u3044\u3066\u8ff0\u3079\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_1\">\u5b9a\u7fa9<\/h4>\n<p>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5b9a\u7fa9\u306f\u8272\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f<\/p>\n<blockquote><p>\n\u4f01\u696d\u306b\u5927\u91cf\u306b\u84c4\u7a4d\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u30fb\u96c6\u8a08\u3059\u308b\u6280\u8853<br \/>\n\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u305d\u306e\u4e2d\u306b\u6f5c\u3080\u9805\u76ee\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u3084\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u3092\u63a2\u3057\u51fa\u3059\u6280\u8853\n<\/p><\/blockquote>\n<p>\u3092\u6307\u3059\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u524d\u8ff0\u3057\u307e\u3057\u305f\u304c\u3001\u524d\u8005\u306e\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u96c6\u8a08\u4f5c\u696d\u3092\u542b\u3081\u3066\u3053\u306e\u8a00\u8449\u3092\u6307\u3059\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7406\u7531\u306f\u3001<\/p>\n<ul>\n<li>\u30b5\u30fc\u30d3\u30b9\u898f\u6a21\u306e\u5897\u52a0\u306b\u3088\u308b\u5206\u6563\u6280\u8853\u306e\u5c0e\u5165\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\uff08\u30ed\u30b0\uff09\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u901a\u3058\u3066\u6563\u5728\u3057\u3066\u3044\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u304c\u975e\u5e38\u306b\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u306b\u3001\u524d\u51e6\u7406\u3084\u5e73\u5747\u306a\u3069\u306e\u7c21\u5358\u306a\u7d71\u8a08\u8a08\u7b97\u3055\u3048\u3082\u7c21\u5358\u306b\u306f\u3067\u304d\u306a\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u7279\u306b\u5927\u91cf\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u62b1\u3048\u308bWeb\u4f01\u696d\u306b\u304a\u3044\u3066\u306f\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u96c6\u8a08\u3059\u308b\u3053\u3068\u3055\u3048\u3082\u56f0\u96e3\u306b\u306a\u308a\u3001\u305d\u308c\u3089\u3092\u884c\u3046\u4e8b\u81ea\u8eab\u306b\u6280\u8853\u304c\u6c42\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304d\u305f\u304b\u3089\u3067\u3059\u3002\u305d\u308c\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306eHadoop\u306a\u3069\u306e\u5927\u898f\u6a21\u5206\u6563\u30c7\u30fc\u30bf\u51e6\u7406\u6280\u8853\u304c\u8fd1\u5e74\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f8c\u8005\u306f\u5f93\u6765\u304b\u3089\u4f7f\u308f\u308c\u3066\u3044\u305f\u610f\u5473\u3067\u3001\u30c7\u30fc\u30bf\u306b\u6f5c\u3080\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3084\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u300c\u9271\u5c71\u300d\u306b\u898b\u7acb\u3066\u3001\u305d\u308c\u3089\u3092\u300c\u63a1\u6398(mining)\u300d\u3059\u308b\u3068\u3053\u308d\u304b\u3089\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/labs.gree.jp\/blog\/2010\/09\/1310\/morita1\/\" rel=\"attachment wp-att-1375\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita1-535x400.jpg\" alt=\"\" title=\"morita1\" width=\"535\" height=\"400\" class=\"aligncenter size-medium wp-image-1375\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita1-535x400.jpg 535w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita1-267x200.jpg 267w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita1-830x619.jpg 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita1.jpg 1296w\" sizes=\"auto, (max-width: 535px) 100vw, 535px\" \/><\/a><\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_2\">\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u5206\u91ce\u306e\u30af\u30e9\u30b7\u30ab\u30eb\u306a\u6280\u8853<\/h4>\n<p>\u4f1d\u7d71\u7684\u306a\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\uff08\u624b\u6cd5\uff09\u306f\u5927\u304d\u304f5\u3064\u306b\u5206\u985e\u3055\u308c\u307e\u3059\uff1a<\/p>\n<blockquote>\n<ul>\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/li>\n<li>\u5206\u985e<\/li>\n<li>\u76f8\u95a2<\/li>\n<li>\u56de\u5e30<\/li>\n<li>\u78ba\u7387\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n<\/blockquote>\n<ul>\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/li>\n<\/ul>\n<p>\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u3092\uff08\u4f55\u3089\u304b\u306e\u7279\u5fb4\u306b\u3088\u3063\u3066\uff09\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3057\u305f\u3044\u5834\u5408\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u4e8b\u524d\u306b\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u3051\u65b9\u3092\u4eba\u9593\u304c\u5b9a\u7fa9\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u6a5f\u68b0\u304c\u81ea\u52d5\u7684\u306b\u300c\u4f3c\u3066\u3044\u308b\u3082\u306e\u300d\u3067\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u3067\u304d\u305f\u30b0\u30eb\u30fc\u30d7\u3092\u30af\u30e9\u30b9\u30bf\u3068\u547c\u3073\u307e\u3059\u3002<br \/>\n\u3053\u3053\u3067\u3001\u4f3c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306e\u6307\u6a19\u306b\u306f\u985e\u4f3c\u5ea6\u3084\u8ddd\u96e2\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u69d8\u3005\u306a\u624b\u6cd5\u304c\u8003\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u985e\u4f3c\u5ea6\u3082\u8ddd\u96e2\u3082\u6570\u5024\u3067\u8868\u73fe\u3055\u308c\u307e\u3059\u304c\u3001\u3042\u308b2\u3064\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u985e\u4f3c\u5ea6\u306f\u5927\u304d\u3044\u65b9\u304c\u3001\u8ddd\u96e2\u306f\u5c0f\u3055\u3044\u65b9\u304c\u4f3c\u3066\u3044\u308b\u3068\u3055\u308c\u307e\u3059\u3002<br \/>\n\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u3051\u65b9\u306b\u306f\u6b63\u3057\u3044\u7b54\u3048\u304c\u7121\u3044\u3053\u3068\u3067\u3059\u3002\u4f7f\u7528\u3059\u308b\u985e\u4f3c\u5ea6\u3084\u8ddd\u96e2\u306b\u3088\u3063\u3066\u7d50\u679c\u306f\u5927\u304d\u304f\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3002\u69d8\u3005\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u8a3c\u3057\u3001\u76ee\u7684\u306b\u3042\u3063\u305f\u7b54\u3048\u3092\u5c0e\u304f\u3068\u3044\u3063\u305f\u30d7\u30ed\u30bb\u30b9\u306f\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1a\u6700\u77ed\u8ddd\u96e2\u6cd5\u3001\u6700\u9577\u8ddd\u96e2\u6cd5\u3001\u30a6\u30a9\u30fc\u30c9\u6cd5\u3001k-means\u6cd5<\/p>\n<ul>\n<li>\u5206\u985e<\/li>\n<\/ul>\n<p>\u5206\u985e\u3068\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u500b\u3005\u306e\u30c7\u30fc\u30bf\u304c\uff08\u3042\u3089\u304b\u3058\u3081\u5b9a\u3081\u3089\u308c\u305f\uff09\u30ab\u30c6\u30b4\u30ea\u306e\u3069\u308c\u306b\u6240\u5c5e\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u30ab\u30c6\u30b4\u30ea\u3068\u306f\u4f8b\u3048\u3070\u7537\u5973\u3084\u5e74\u9f62\u5c64\u3068\u3044\u3063\u305f\u3001\u305d\u306e\u30c7\u30fc\u30bf\u304c\u672c\u6765\u6301\u3063\u3066\u3044\u308b\u5c5e\u6027\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u30ab\u30c6\u30b4\u30ea\u304c\u4e0d\u660e\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30d2\u30f3\u30c8\uff08\u4ed6\u306e\u6307\u6a19\uff09\u3068\u904e\u53bb\u306e\u7d4c\u9a13\uff08\u5b66\u7fd2\uff09\u3092\u57fa\u306b\u3057\u3066\u6a5f\u68b0\u306b\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5c5e\u3057\u3066\u3044\u308b\u304b\u3092\u4e88\u6e2c\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1a\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3001\u6c7a\u5b9a\u6728\uff08C4.5, CART)\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3<\/p>\n<ul>\n<li>\u76f8\u95a2<\/li>\n<\/ul>\n<p>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u983b\u7e41\u306b\u540c\u6642\u306b\u767a\u751f\u3059\u308b\u4e8b\u8c61\u540c\u58eb\u3092\u300c\u76f8\u95a2\u304c\u5f37\u3044\u4e8b\u8c61\u300d\u306e\u95a2\u4fc2\u3068\u3057\u3066\u62bd\u51fa\u3059\u308b\u6280\u8853\u3092\u6307\u3057\u307e\u3059\u3002POS\u3084E\u30b3\u30de\u30fc\u30b9\u306e\u53d6\u5f15\u30ed\u30b0\u306b\u542b\u307e\u308c\u308b\u8cfc\u8cb7\u5c65\u6b74\u3092\u5229\u7528\u3057\u305f\u30d0\u30b9\u30b1\u30c3\u30c8\u89e3\u6790\u3068\u3044\u3046\u306e\u304c\u6709\u540d\u3067\u3059\u3002<br \/>\n\u4f8b\uff1a\u5546\u54c1A\u3092\u8cb7\u3063\u305f\u4eba\u306f\u5546\u54c1B\u3082\u4f75\u305b\u3066\u8cb7\u3046\u4eba\u304c\u591a\u3044 \u2192 \u4e21\u8005\u3092\u8fd1\u3044\u5834\u6240\u306b\u7f6e\u304f\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1aapriori<\/p>\n<ul>\n<li>\u56de\u5e30<\/li>\n<\/ul>\n<p>\u56de\u5e30\u3068\u306f\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\uff08\u8aac\u660e\u5909\u6570\uff09\u3092\u57fa\u306b\u3001\u5bfe\u8c61\u306e\u6570\u5024\uff08\u76ee\u7684\u5909\u6570\uff09\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u3042\u308b\u3044\u306f\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u5c06\u6765\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1a\u7dda\u5f62\u56de\u5e30\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/p>\n<ul>\n<li>\u78ba\u7387\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n<p>\u78ba\u7387\u3092\u7528\u3044\u305f\u30e2\u30c7\u30eb\u3067\u30c7\u30fc\u30bf\u96c6\u5408\u3092\u8868\u73fe\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>\n\u4ee3\u8868\u7684\u306a\u624b\u6cd5\uff1a\u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb\u3001\u30d9\u30a4\u30b8\u30a2\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/p>\n<p><a href=\"http:\/\/labs.gree.jp\/blog\/2010\/09\/1310\/morita2\/\" rel=\"attachment wp-att-1376\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita2-535x400.jpg\" alt=\"\" title=\"morita2\" width=\"535\" height=\"400\" class=\"aligncenter size-medium wp-image-1376\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita2-535x400.jpg 535w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita2-267x200.jpg 267w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita2-830x619.jpg 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/morita2.jpg 1296w\" sizes=\"auto, (max-width: 535px) 100vw, 535px\" \/><\/a><\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_3\">\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h4>\n<p>\u5148\u307b\u3069\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u7528\u3044\u3089\u308c\u308b\u624b\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3001\u5c11\u3057\u96e3\u3057\u3044\u3068\u601d\u308f\u308c\u305f\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u304c\u4f01\u696d\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u4f8b\u306f\u975e\u5e38\u306b\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Amazon\u306e\u985e\u4f3c\u5546\u54c1\u30ea\u30b3\u30e1\u30f3\u30c9<\/li>\n<li>\u4e0d\u9069\u5207\u30b3\u30e1\u30f3\u30c8\u306e\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\u30b7\u30b9\u30c6\u30e0<\/li>\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9Web\u691c\u7d22\u30a8\u30f3\u30b8\u30f3<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u4f8b\u3084\u3001<\/p>\n<ul>\n<li>\u30d6\u30ed\u30b0\u3084Twitter\u306e\u8a55\u5224\u5206\u6790<\/li>\n<li>POS\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u4f1a\u54e1\u5206\u985e<\/li>\n<li>\u4f01\u696d\u8a55\u4fa1\uff08\u683c\u4ed8\u3051\uff09\u30e2\u30c7\u30eb<\/li>\n<li>\u540d\u5bc4\u305b<\/li>\n<\/ul>\n<p>\u306e\u3088\u3046\u306b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c4\u30fc\u30eb\u3068\u3057\u3066\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u4f8b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_4\"> 2.\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3078\u306e\u6311\u6226<\/h3>\n<p>\u591a\u304f\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u65e5\u5e38\u7684\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u8fd1\u5e74\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u7206\u767a\u7684\u306a\u666e\u53ca\u306b\u4f34\u3063\u3066\u3001\u89e3\u6790\u5bfe\u8c61\u3068\u3059\u308b\u30c7\u30fc\u30bf\uff08\u4e3b\u306b\u30ed\u30b0\uff09\u306e\u30b5\u30a4\u30ba\u304c\u975e\u5e38\u306b\u5927\u304d\u304f\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u4eca\u307e\u3067\u306e\u3088\u3046\u306b\u89e3\u6790\u306e\u624b\u6cd5\u306e\u7814\u7a76\u3060\u3051\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u89e3\u6790\u306e\u305f\u3081\u306b\u3069\u306e\u3088\u3046\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u69cb\u6210\u3059\u308b\u304b\u3082\u91cd\u8981\u306a\u554f\u984c\u306b\u306a\u3063\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_5\">\u5927\u898f\u6a21\u5206\u6563\u51e6\u7406\u6280\u8853\u306e\u767a\u5c55<\/h4>\n<p>\u73fe\u5728\u306f\u3053\u306e\u554f\u984c\u3078\u306e\u89e3\u6c7a\u7b56\u3068\u3057\u3066\u300c1\u53f0\u306e\u30de\u30b7\u30f3\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u30de\u30b7\u30f3\u3067\u4e26\u5217\u51e6\u7406\u3055\u305b\u308b\u300d\u3053\u3068\u304c\u4e3b\u6d41\u306e\u3088\u3046\u3067\u3059\u3002\u4ed6\u306b\u3082\u300c\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u5168\u30c7\u30fc\u30bf\uff08\u6bcd\u96c6\u56e3\uff09\u3092\u4ee3\u8868\u3059\u308b\u5c11\u6570\u306e\u30c7\u30fc\u30bf\u306e\u307f\u3092\u89e3\u6790\u3057\u3066\u8fd1\u4f3c\u7684\u306a\u7d50\u679c\u3092\u5f97\u308b\u300d\u3068\u3044\u3063\u305f\u3082\u306e\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u50d5\u306f\u3064\u3044\u6700\u8fd1\u307e\u3067\u300c\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u8fd1\u4f3c\u7684\u306b\u89e3\u6790\u3059\u308b\u624b\u6cd5\u304c\u91cd\u8981\u300d\u3068\u4e3b\u5f35\u3057\u3066\u3044\u307e\u3057\u305f\uff08\u73fe\u5728\u305d\u308c\u306b\u95a2\u9023\u3057\u305f\u7814\u7a76\u3092\u3057\u3066\u3044\u307e\u3059\uff09\u304c\u3001Hadoop\u306eMapReduce\u306a\u3069\u306e\u5927\u898f\u6a21\u5206\u6563\u51e6\u7406\u6280\u8853\u306e\u5b58\u5728\u3068\u305d\u306e\u5a01\u529b\u3092\u77e5\u3063\u3066\u3001\u305d\u306e\u4e3b\u5f35\u3092\u6539\u3081\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u8907\u6570\u306e\u30de\u30b7\u30f3\u306b\u3088\u308b\u4e26\u5217\u51e6\u7406\u3068\u3044\u3046\u306e\u306f\u4ee5\u524d\u304b\u3089\u8003\u6848\u3055\u308c\u3066\u3044\u305f\u3082\u306e\u3067\u3059\u304c\u3001Hadoop\u306a\u3069\u306e\u51fa\u73fe\u306b\u3088\u3063\u3066\u3001\u5f93\u6765\u5b9f\u88c5\u306e\u30cf\u30fc\u30c9\u30eb\u3068\u3055\u308c\u3066\u3044\u305f\u3001<\/p>\n<ul>\n<li>\u30de\u30b7\u30f3\u9593\u306e\u901a\u4fe1<\/li>\n<li>\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30ad\u30e3\u30c3\u30b7\u30e5<\/li>\n<li>\u969c\u5bb3\u767a\u751f\u6642\u306e\u5bfe\u51e6<\/li>\n<\/ul>\n<p>\u306a\u3069\u304c\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u521d\u3081\u304b\u3089\u63d0\u4f9b\u3055\u308c\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u4e00\u822c\u306e\u4eba\u3067\u3082\u5f93\u6765\u3088\u308a\u624b\u8efd\u306b\u5206\u6563\u4e26\u5217\u51e6\u7406\u3092\u884c\u3046\u4e8b\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_6\">\u6a5f\u68b0\u5b66\u7fd2\u3078\u9069\u7528\u306e\u96e3\u3057\u3055<\/h4>\n<p>\u3057\u304b\u3057\u3053\u3046\u3044\u3063\u305fMapReduce\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u5927\u898f\u6a21\u5206\u6563\u51e6\u7406\u304c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u7279\u306b\u6a5f\u68b0\u5b66\u7fd2\u306b\u7c21\u5358\u306b\u9069\u7528\u3067\u304d\u308b\u304b\u306f\u96e3\u3057\u3044\u554f\u984c\u3068\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u7406\u7531\u306f\u76f8\u4e92\u306b\u95a2\u9023\u3057\u3042\u3046\u30c7\u30fc\u30bf\u3084\u6570\u5024\u6f14\u7b97\u51e6\u7406\u3092\u8907\u6570\u306e\u30de\u30b7\u30f3\u306b\u300c\u72ec\u7acb\u306b\u5207\u308a\u5206\u3051\u308b\u300d\u3053\u3068\u304c\u96e3\u3057\u3044\u304b\u3089\u3067\u3059\u3002\u57fa\u672c\u7684\u306bMapReduce\u306f\u3001\u8907\u6570\u306e\u30de\u30b7\u30f3\u3067\u72ec\u7acb\u306b\u8a08\u7b97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u3068\u308a\u307e\u3059\u304c\u3001\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u51e6\u7406\u3092\u72ec\u7acb\u306b\u5207\u308a\u5206\u3051\u308b\u306e\u304c\u96e3\u3057\u3044\u306e\u3067\u9069\u7528\u306f\u96e3\u3057\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3001\u3068\u3044\u3046\u61f8\u5ff5\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_7\">\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067MapReduce\u304c\u9069\u7528\u3067\u304d\u308b<\/h4>\n<p>\u3057\u304b\u3057\u3053\u306e\u61f8\u5ff5\u3092\u5439\u304d\u98db\u3070\u3057\u3001\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u3082MapReduce\u304c\u9069\u7528\u3067\u304d\u308b\u300d\u3068\u4e3b\u5f35\u3059\u308b\u4eba\u3005\u304c\u73fe\u308c\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u5927\u304d\u304f\u76db\u308a\u4e0a\u304c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u308c\u304c<br \/>\n<a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/download?doi=10.1.1.71.4156&rep=rep1&type=pdf\">Map-Reduce for Machine Learning on Multicore(NIPS\u201906)<\/a>\u3067\u3059\u3002\u3053\u308c\u3092\u5951\u6a5f\u306b\u6a5f\u68b0\u5b66\u7fd2\u306eMapReduce\u306e\u5b9f\u88c5\u3084\u7814\u7a76\u304c\u76db\u3093\u306b\u9032\u3081\u3089\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u306e\u6709\u540d\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u3001<a href=\"http:\/\/mahout.apache.org\/\">Apache Mahout<\/a> \u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_8\">\u300c\u548c\u300d\u306e\u5f62\u3067\u8a18\u8ff0\u3067\u304d\u308b\u304b\u304c\u30dd\u30a4\u30f3\u30c8<\/h4>\n<p>\u3053\u306e\u8ad6\u6587\u306e\u4e3b\u5f35\u306f\u3001\u300cStatistical Query Model \u3068\u3044\u3046\u7a2e\u985e\u306e\u30e2\u30c7\u30eb\u3067\u8a18\u8ff0\u53ef\u80fd\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f MapReduce\u306b\u3088\u308b\u4e26\u5217\u6f14\u7b97\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002\u3057\u304b\u3082\u591a\u304f\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30af\u30e9\u30b9\u306f\u3053\u306eStatistical Query Model\u306b\u5c5e\u3059\u308b\u3002\u300d\u3067\u3059\u3002Statistical Query Model\u306b\u95a2\u3057\u3066\u306f\u50d5\u3082\u4e0d\u52c9\u5f37\u3067\u3046\u307e\u304f\u8aac\u660e\u3067\u304d\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u8981\u306f\u3053\u306e\u6642\u306b\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u304a\u3051\u308b\u8a08\u7b97\u5f0f\u304c\u548c\u306e\u5f62\uff08Summation Form\uff09\u3067\u8a18\u8ff0\u3067\u304d\u3001\u5404\u3005\u306e\u9805\u3092\u8907\u6570\u306e\u30de\u30b7\u30f3\u306b\u632f\u308a\u5206\u3051\u3066\u51e6\u7406\u3092\u3055\u305b\uff08Map\uff09\u3001\u6700\u5f8c\u306b\u96c6\u7d04\u3057\u3066\u548c\u3092\u3068\u308b\uff08Reduce\uff09\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_9\">MapReduce\u304c\u9069\u7528\u53ef\u80fd\u306a\u6a5f\u68b0\u5b66\u7fd2<\/h4>\n<p>\u305d\u308c\u3067\u306f\uff08\u7406\u8ad6\u7684\u306b\uff09Summation Form\u3067\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u3001MapReduce\u304c\u9069\u7528\u3067\u304d\u308b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<ul>\n<li> Naive Bayes (NB)<\/li>\n<li> Gaussian Discriminative Analysis (GDA)<\/li>\n<li> k-means<\/li>\n<li> Logistic Regression (LR)<\/li>\n<li> Neural Network (NN)<\/li>\n<li> Principal Components Analysis (PCA) <\/li>\n<li> Independent Component Analysis (ICA)<\/li>\n<li> Expectation Maximization (EM)<\/li>\n<li> Support Vector Machine (SVM) <\/li>\n<\/ul>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_10\"> Mahout \u306b\u3088\u308b\u5b9f\u88c5<\/h4>\n<p>\u3053\u308c\u3089\u306e\u6a5f\u68b0\u5b66\u7fd2\u306b\u5bfe\u3057\u3066\u3001\u73fe\u5728Mahout\u306b\u3088\u3063\u3066\u5b9f\u88c5\u304c\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3082\u306e\u3092\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\n Apache Mahout 0.1<\/p>\n<ul>\n<li>Taste Collaborative Filtering<\/li>\n<li>k-Means, Fuzzy k-Means, Dirchlet, Mean-Shift and Canopy<\/li>\n<li>Distributed Naive Bayes and Complementary Naive Bayes classification implementations<\/li>\n<li>Distributed fitness function implementation for the Watchmaker evolutionary programming library<\/li>\n<\/ul>\n<\/li>\n<li>\n Apache Mahout 0.2<\/p>\n<ul>\n<li> K-nearest-neighbor and SVD recommenders<\/li>\n<li> Random forests, frequent pattern mining using parallel FP growth<\/li>\n<\/ul>\n<\/li>\n<li>\n Apache Mahout 0.3<\/p>\n<ul>\n<li>Parallel Dirichlet process clustering (model-based clustering algorithm)<\/li>\n<li>Parallel co-occurrence based recommender<\/li>\n<li>Parallel text document to vector conversion using LLR based ngram generation<\/li>\n<li>Parallel Lanczos SVD(Singular Value Decomposition) solver<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_11\"> \u672c\u65e5\u306e\u8b1b\u7fa9\u3092\u7d42\u3048\u3066<\/h3>\n<p>\u4eca\u56de\u3082\u666e\u6bb5\u3067\u306f\u805e\u3051\u306a\u3044\u304a\u8a71\u3092\u805e\u3051\u3066\u5927\u5909\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u8b1b\u7fa9\u5f8c\u306f\u300c\u4f01\u696d\u3068\u30c7\u30fc\u30bf\u30de\u30a4\u30f3\u30cb\u30f3\u30b0\u300d\u306e\u3042\u308a\u65b9\u306b\u3064\u3044\u3066\u3001\u73fe\u5834\u306emorita\u3055\u3093\u3068\u8272\u3005\u8b70\u8ad6\u3067\u304d\u305f\u306e\u3082\u3068\u3066\u3082\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3067\u3057\u305f\u3002\u3053\u306e\u4e2d\u3067\u4e00\u756a\u5370\u8c61\u306b\u6b8b\u3063\u305f\u5185\u5bb9\u306f\u3001<\/p>\n<h4 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_12\">\u300c\u89e3\u6790\u8005\u3053\u305d\u81ea\u793e\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u756a\u306e\u30d5\u30a1\u30f3\u3067\u3042\u308c\u300d<\/h4>\n<p>\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30de\u30a4\u30f3\u30a4\u30f3\u30b0\u306b\u304a\u3044\u3066\u306f\u3001\u9078\u629e\uff08\u3069\u3046\u3044\u3046\u30c7\u30fc\u30bf\u3084\u624b\u6cd5\u3092\u7528\u3044\u308b\u306e\u304b\uff09\u3068\u610f\u5fd7\u6c7a\u5b9a\uff08\u7d50\u679c\u304b\u3089\u7684\u9069\u5207\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3059\uff09\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u305d\u3057\u3066\u305d\u308c\u3092\u9069\u5207\u306b\u898b\u5206\u3051\u308b\u305f\u3081\u306b\u306f\u3001\u4f55\u3088\u308a\u89e3\u6790\u8005\u81ea\u8eab\u304c\u30b5\u30fc\u30d3\u30b9\u306b\u7cbe\u901a\u3057\u3066\u3044\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u8ab0\u3088\u308a\u3082\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u77e5\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u826f\u3044\u89e3\u6790\u306f\u3067\u304d\u306a\u3044\u3001\u3053\u308c\u306f\u975e\u5e38\u306b\u5370\u8c61\u306b\u6b8b\u308b\u304a\u8a00\u8449\u3067\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/labs.gree.jp\/blog\/2010\/09\/1310\/entrance\/\" rel=\"attachment wp-att-1377\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/entrance-535x400.jpg\" alt=\"\" title=\"entrance\" width=\"535\" height=\"400\" class=\"aligncenter size-medium wp-image-1377\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/entrance-535x400.jpg 535w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/entrance-267x200.jpg 267w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/entrance-830x619.jpg 830w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2010\/09\/entrance.jpg 1296w\" sizes=\"auto, (max-width: 535px) 100vw, 535px\" \/><\/a><\/p>\n<h5 id=\"hs_a26baa14b4008e0e3f97dc4da086d092_header_13\">\u30a4\u30f3\u30bf\u30fc\u30f3\u4e2d\u306b\u3001\u30aa\u30d5\u30a3\u30b9\u306e\u30a8\u30f3\u30c8\u30e9\u30f3\u30b9\u304c\u65b0\u3057\u304f\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/h5>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u306b\u5f15\u304d\u7d9a\u304d\u3001\u4e95\u4e0a\u304c\u66f8\u304b\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002 GREE Studio 2010 5\u65e5\u76ee\u306e\u8b1b\u7fa9\u5185\u5bb9\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30a8\u30f3\u30b8\u30cb\u30a2\u3001morita\u3055\u3093\u306b\u3088\u308b\u300c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u300d\u3002\u696d\u52d9\u306e\u30ed\u30b0\u89e3\u6790\u306b\u304a\u3044\u3066\u7528\u3044\u3089\u308c\u308b\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[21],"class_list":["post-1310","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-21"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/1310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/comments?post=1310"}],"version-history":[{"count":3,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/1310\/revisions"}],"predecessor-version":[{"id":1425,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/1310\/revisions\/1425"}],"wp:attachment":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media?parent=1310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/categories?post=1310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/tags?post=1310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}