\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u77e5\u8b58\u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u7d71\u8a08\u5b66\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u306a\u3069\u591a\u304f\u306e\u5206\u91ce\u306e\u77e5\u898b\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u6f5c\u3080\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u3084\u79d1\u5b66\u7814\u7a76\u306e\u9032\u5c55\u306b\u5f79\u7acb\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u53ce\u96c6 \u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u304c\u53ce\u96c6\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u6e96\u5099 \u6b20\u640d\u30c7\u30fc\u30bf\u306e\u88dc\u5b8c\u3084\u7570\u5e38\u5024\u306e\u9664\u53bb\u3001\u6b63\u898f\u5316\u306a\u3069\u306e\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u5909\u63db \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u9069\u3057\u305f\u5f62\u5f0f\u306b\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0 \u69d8\u3005\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u3063\u3066\u3001\u30d1\u30bf\u30fc\u30f3\u3084\u30eb\u30fc\u30eb\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u30d1\u30bf\u30fc\u30f3\u8a55\u4fa1 \u62bd\u51fa\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u3092\u8a55\u4fa1\u3057\u3001\u6709\u7528\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n
\u77e5\u8b58\u8868\u73fe \u6700\u7d42\u7684\u306b\u62bd\u51fa\u3057\u305f\u77e5\u8b58\u3092\u3001\u5206\u304b\u308a\u3084\u3059\u3044\u5f62\u5f0f\u3067\u5831\u544a\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6280\u6cd5<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u6280\u6cd5\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30af\u30e9\u30b9\u5206\u985e\uff08Classification\uff09 \u30c7\u30fc\u30bf\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n
\u56de\u5e30\uff08Regression\uff09 \u9023\u7d9a\u3059\u308b\u5024\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u5929\u6c17\u4e88\u5831\u3084\u682a\u4fa1\u4e88\u6e2c\u306a\u3069\u3067\u3059\u3002<\/p>\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08Clustering\uff09 \u30c7\u30fc\u30bf\u3092\u81ea\u7136\u306a\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\uff08Association Rule Learning\uff09 \u30c7\u30fc\u30bf\u5185\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u898b\u3064\u3051\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u8cfc\u8cb7\u5c65\u6b74\u304b\u3089\u5546\u54c1\u9593\u306e\u30a2\u30d5\u30a3\u30cb\u30c6\u30a3\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n
\u7570\u5e38\u691c\u77e5\uff08Anomaly Detection\uff09 \u7570\u5e38\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u306e\u4e0d\u6b63\u4f7f\u7528\u691c\u51fa\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5fdc\u7528\u5206\u91ce<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u591a\u5c90\u306b\u308f\u305f\u308b\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306f\u305d\u306e\u4ee3\u8868\u7684\u306a\u4f8b\u3067\u3059\u3002<\/p>\n
\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0 \u9867\u5ba2\u306e\u8cfc\u8cb7\u884c\u52d5\u3092\u5206\u6790\u3057\u3001\u500b\u5225\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u7acb\u3066\u308b\u305f\u3081\u3002<\/p>\n
\u91d1\u878d \u30ea\u30b9\u30af\u7ba1\u7406\u3084\u8a50\u6b3a\u306e\u691c\u51fa\u306b\u5229\u7528\u3002<\/p>\n
\u533b\u7642 \u75c5\u6c17\u306e\u4e88\u9632\u3001\u8a3a\u65ad\u3001\u6cbb\u7642\u6cd5\u306e\u6539\u5584\u306b\u5f79\u7acb\u3066\u3089\u308c\u308b\u3002<\/p>\n
\u88fd\u9020\u696d \u751f\u7523\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u9069\u5316\u3084\u6545\u969c\u306e\u4e88\u6e2c\u306b\u4f7f\u308f\u308c\u308b\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6839\u62e0<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6709\u52b9\u6027\u306f\u3001\u4ee5\u4e0b\u306e\u7406\u7531\u304b\u3089\u652f\u6301\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7d71\u8a08\u5b66\u7684\u88cf\u4ed8\u3051 \u591a\u304f\u306e\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u306f\u7d71\u8a08\u5b66\u3092\u57fa\u790e\u3068\u3057\u3066\u304a\u308a\u3001\u6570\u7406\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u305f\u3081\u4fe1\u983c\u6027\u304c\u9ad8\u3044\u3002<\/p>\n
\u5b9f\u8a3c\u7684\u6210\u679c \u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u79d1\u5b66\u7814\u7a76\u3067\u306e\u591a\u304f\u306e\u6210\u529f\u4e8b\u4f8b\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u304c\u6709\u7528\u3067\u3042\u308b\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6280\u8853\u306e\u9032\u5c55 \u6a5f\u68b0\u5b66\u7fd2\u3084\u4eba\u5de5\u77e5\u80fd\u306e\u9032\u5c55\u306b\u3088\u308a\u3001\u307e\u3059\u307e\u3059\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n
\u8a08\u7b97\u80fd\u529b\u306e\u5411\u4e0a \u9ad8\u6027\u80fd\u306a\u8a08\u7b97\u6a5f\u8cc7\u6e90\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u304c\u53ef\u80fd\u3068\u306a\u308b\u305f\u3081\u3002<\/p>\n
\u307e\u3068\u3081<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u91d1\u878d\u3001\u533b\u7642\u306a\u3069\u69d8\u3005\u306a\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30c7\u30fc\u30bf\u5909\u63db\u3001\u30d1\u30bf\u30fc\u30f3\u62bd\u51fa\u3001\u8a55\u4fa1\u3001\u304a\u3088\u3073\u77e5\u8b58\u306e\u8868\u73fe\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6280\u8853\u7684\u304a\u3088\u3073\u5b9f\u8a3c\u7684\u6839\u62e0\u306b\u3088\u308a\u3001\u305d\u306e\u6709\u7528\u6027\u306f\u5e83\u304f\u8a8d\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0a\u304c\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u3064\u3044\u3066\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u308b\u77e5\u8b58\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u3001\u73fe\u4ee3\u306e\u60c5\u5831\u5316\u793e\u4f1a\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n
\u3069\u306e\u3088\u3046\u306a\u624b\u6cd5\u3067\u30c7\u30fc\u30bf\u3092\u6398\u308a\u8d77\u3053\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u306f\u69d8\u3005\u306a\u624b\u6cd5\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n
1. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 (Clustering)<\/p>\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4f3c\u305f\u7279\u5fb4\u3092\u6301\u3064\u30b0\u30eb\u30fc\u30d7\uff08\u30af\u30e9\u30b9\u30bf\uff09\u306b\u5206\u3051\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u7570\u5e38\u5024\u306e\u691c\u51fa\u3084\u30c7\u30fc\u30bf\u306e\u8981\u7d04\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 K-means\u6cd5\u3001\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001DBSCAN
\n– \u6839\u62e0 \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u9069\u7528\u53ef\u80fd\u3067\u3042\u308a\u3001\u8996\u899a\u7684\u306a\u5206\u6790\u304c\u3057\u3084\u3059\u3044\u3002<\/p>\n
\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3051\u308b\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u5b9f\u52d9\u7684\u306a\u5fdc\u7528\u4f8b\u3082\u591a\u6570\u3042\u308a\u307e\u3059\u3002<\/p>\n
2. \u5206\u985e (Classification)<\/p>\n
\u5206\u985e\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u30e1\u30fc\u30eb\u306e\u30b9\u30d1\u30e0\u691c\u51fa\u3084\u75c5\u6c17\u306e\u8a3a\u65ad\u306a\u3069\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u5e83\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 \u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af
\n– \u6839\u62e0 \u9ad8\u3044\u4e88\u6e2c\u7cbe\u5ea6\u3092\u6301\u3064\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u591a\u6570\u5b58\u5728\u3057\u3001\u5b9f\u969b\u306e\u554f\u984c\u89e3\u6c7a\u306b\u76f4\u63a5\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. \u56de\u5e30\u5206\u6790 (Regression Analysis)<\/p>\n
\u56de\u5e30\u5206\u6790\u306f\u3001\u9023\u7d9a\u3059\u308b\u6570\u5024\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u4f4f\u5b85\u4fa1\u683c\u306e\u4e88\u6e2c\u3084\u58f2\u4e0a\u4e88\u6e2c\u306a\u3069\u306b\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 \u7dda\u5f62\u56de\u5e30\u3001\u30ea\u30c3\u30b8\u56de\u5e30\u3001\u30e9\u30c3\u30bd\u56de\u5e30\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30
\n– \u6839\u62e0 \u30c7\u30fc\u30bf\u3068\u305d\u306e\u80cc\u5f8c\u306b\u3042\u308b\u95a2\u4fc2\u6027\u3092\u660e\u793a\u7684\u306b\u30e2\u30c7\u30eb\u5316\u3067\u304d\u3001\u4e88\u6e2c\u6027\u80fd\u3082\u9ad8\u3044\u305f\u3081\u3001\u30d3\u30b8\u30cd\u30b9\u3084\u7d4c\u6e08\u5b66\u306a\u3069\u5e45\u5e83\u3044\u5206\u91ce\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
4. \u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790 (Association Analysis)<\/p>\n
\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u9805\u76ee\u9593\u306e\u95a2\u9023\u6027\u3092\u767a\u898b\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u5546\u54c1\u306e\u8cfc\u8cb7\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3059\u308b\u30de\u30fc\u30b1\u30c3\u30c8\u30d0\u30b9\u30b1\u30c3\u30c8\u5206\u6790\u304c\u5178\u578b\u7684\u306a\u4f8b\u3067\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 Apriori\u3001FP-Growth
\n– \u6839\u62e0 \u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u3001\u8cfc\u8cb7\u884c\u52d5\u3084\u9867\u5ba2\u306e\u597d\u307f\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u304a\u308a\u3001\u30af\u30ed\u30b9\u30bb\u30eb\u3084\u30a2\u30c3\u30d7\u30bb\u30eb\u6226\u7565\u306e\u7acb\u6848\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
5. \u4e3b\u6210\u5206\u5206\u6790 (Principal Component Analysis, PCA)<\/p>\n
PCA\u306f\u3001\u9ad8\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u3092\u4f4e\u6b21\u5143\u306b\u5727\u7e2e\u3057\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u306a\u7279\u5fb4\u3092\u4fdd\u6301\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3084\u3001\u4ed6\u306e\u5206\u6790\u624b\u6cd5\u306e\u524d\u51e6\u7406\u3068\u3057\u3066\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
– \u6839\u62e0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6b21\u5143\u524a\u6e1b\u304c\u53ef\u80fd\u3067\u3042\u308b\u305f\u3081\u3001\u8a08\u7b97\u8ca0\u8377\u3092\u8efd\u6e1b\u3057\u3001\u8996\u899a\u7684\u306a\u89e3\u6790\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
6. \u30a2\u30ce\u30de\u30ea\u30fc\u691c\u51fa (Anomaly Detection)<\/p>\n
\u30a2\u30ce\u30de\u30ea\u30fc\u691c\u51fa\u306f\u3001\u7570\u5e38\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u91d1\u878d\u53d6\u5f15\u306e\u76e3\u8996\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 k-NN\u3001\u30ed\u30fc\u30ab\u30eb\u30a2\u30a6\u30c8\u30e9\u30a4\u30a2\u30d5\u30a1\u30af\u30bf\u30fc\uff08LOF\uff09\u3001\u5b64\u7acb\u68ee\u6797
\n– \u6839\u62e0 \u7570\u5e38\u5024\u306e\u65e9\u671f\u767a\u898b\u306f\u3001\u4e88\u9632\u63aa\u7f6e\u3084\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u5b9f\u52d9\u7684\u306a\u5fdc\u7528\u304c\u591a\u3044\u3053\u3068\u304b\u3089\u4fe1\u983c\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n
7. \u6642\u7cfb\u5217\u5206\u6790 (Time Series Analysis)<\/p>\n
\u6642\u7cfb\u5217\u5206\u6790\u306f\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u30c7\u30fc\u30bf\u306e\u52d5\u5411\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u5c06\u6765\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u9700\u8981\u4e88\u6e2c\u3084\u682a\u4fa1\u4e88\u6e2c\u306b\u591a\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
– \u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 ARIMA\u30e2\u30c7\u30eb\u3001SARIMA\u3001Prophet
\n– \u6839\u62e0 \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u9069\u5207\u306a\u30d3\u30b8\u30cd\u30b9\u6226\u7565\u3092\u7acb\u3066\u308b\u305f\u3081\u306e\u6839\u62e0\u304c\u63d0\u4f9b\u3055\u308c\u308b\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u624b\u6cd5\u306f\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3084\u76ee\u7684\u306b\u5fdc\u3058\u3066\u9078\u629e\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u5f37\u307f\u3092\u6301\u3061\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3084\u7814\u7a76\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u6839\u62e0\u3068\u306a\u308b\u306e\u306f\u3001\u5b9f\u969b\u306e\u696d\u52d9\u306b\u304a\u3051\u308b\u6210\u529f\u4e8b\u4f8b\u3084\u5b66\u8853\u7684\u306a\u7814\u7a76\u6210\u679c\u3067\u3042\u308a\u3001\u3053\u308c\u3089\u304c\u624b\u6cd5\u306e\u6709\u52b9\u6027\u3068\u4fe1\u983c\u6027\u3092\u62c5\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5b9f\u969b\u306e\u5fdc\u7528\u4f8b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\u306e\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u6280\u8853\u306f\u591a\u304f\u306e\u5206\u91ce\u3067\u5e45\u5e83\u304f\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5177\u4f53\u7684\u306a\u5fdc\u7528\u4f8b\u3092\u3044\u304f\u3064\u304b\u8a73\u8ff0\u3057\u307e\u3059\u3002<\/p>\n
1. \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u5e83\u544a<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0\u5e83\u544a \u9867\u5ba2\u306e\u8cfc\u5165\u5c65\u6b74\u3001\u30af\u30ea\u30c3\u30af\u5c65\u6b74\u3001Web\u30d6\u30e9\u30a6\u30b8\u30f3\u30b0\u5c65\u6b74\u306a\u3069\u3092\u89e3\u6790\u3057\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9\u5e83\u544a\u3092\u8868\u793a\u3059\u308b\u3002<\/p>\n
– \u30af\u30ed\u30b9\u30bb\u30ea\u30f3\u30b0\u3068\u30a2\u30c3\u30d7\u30bb\u30ea\u30f3\u30b0 \u73fe\u5728\u306e\u8cfc\u5165\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u95a2\u9023\u5546\u54c1\u3084\u4e0a\u4f4d\u5546\u54c1\u3092\u63d0\u6848\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306eROI(\u6295\u8cc7\u53ce\u76ca\u7387)\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u306e\u7814\u7a76\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Amazon\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u58f2\u4e0a\u306e\u5927\u90e8\u5206\u3092\u5360\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n
2. \u533b\u7642\u3068\u30d8\u30eb\u30b9\u30b1\u30a2<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u8a3a\u65ad\u652f\u63f4\u30b7\u30b9\u30c6\u30e0 \u60a3\u8005\u306e\u75c7\u72b6\u3001\u8a3a\u65ad\u5c65\u6b74\u3001\u907a\u4f1d\u60c5\u5831\u306a\u3069\u3092\u89e3\u6790\u3057\u3066\u3001\u533b\u5e2b\u306e\u8a3a\u65ad\u3092\u30b5\u30dd\u30fc\u30c8\u3002<\/p>\n
– \u60a3\u8005\u306e\u30ea\u30b9\u30af\u4e88\u6e2c \u60a3\u8005\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u3001\u7279\u5b9a\u306e\u75c5\u6c17\u306e\u767a\u75c7\u30ea\u30b9\u30af\u3092\u4e88\u6e2c\u3057\u3001\u65e9\u671f\u6cbb\u7642\u3092\u4fc3\u9032\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u306f\u3001\u75c5\u6c17\u306e\u65e9\u671f\u767a\u898b\u3084\u4e88\u9632\u306b\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u7cd6\u5c3f\u75c5\u306e\u4e88\u9632\u306b\u95a2\u3059\u308b\u7814\u7a76\u3067\u306f\u3001\u5927\u91cf\u306e\u60a3\u8005\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u30ea\u30b9\u30af\u7fa4\u3092\u7279\u5b9a\u3057\u3001\u4e8b\u524d\u306b\u4ecb\u5165\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. \u91d1\u878d\u3068\u30af\u30ec\u30b8\u30c3\u30c8<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u4e0d\u6b63\u691c\u51fa \u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u306e\u53d6\u5f15\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u89e3\u6790\u3057\u3001\u4e0d\u6b63\u53d6\u5f15\u3092\u8fc5\u901f\u306b\u691c\u51fa\u3002<\/p>\n
– \u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0 \u9867\u5ba2\u306e\u4fe1\u7528\u5c65\u6b74\u3001\u53ce\u5165\u3001\u652f\u51fa\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u4fe1\u7528\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3002<\/p>\n
\u6839\u62e0
\n\u91d1\u878d\u6a5f\u95a2\u306b\u304a\u3044\u3066\u3001\u4e0d\u6b63\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u306f\u591a\u984d\u306e\u640d\u5931\u3092\u672a\u7136\u306b\u9632\u3050\u306e\u306b\u5f79\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Visa\u3084MasterCard\u306f\u3001\u9ad8\u7cbe\u5ea6\u306a\u4e0d\u6b63\u691c\u51fa\u30b7\u30b9\u30c6\u30e0\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u4e0d\u6b63\u53d6\u5f15\u3092\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
4. \u5c0f\u58f2\u696d<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u5728\u5eab\u7ba1\u7406 \u8ca9\u58f2\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u9700\u8981\u4e88\u6e2c\u3092\u884c\u3044\u3001\u5728\u5eab\u3092\u6700\u9069\u5316\u3002<\/p>\n
– \u9867\u5ba2\u5206\u6790 \u8cfc\u8cb7\u5c65\u6b74\u3084\u9867\u5ba2\u5c5e\u6027\u3092\u5206\u6790\u3057\u3066\u3001\u5e97\u8217\u30ec\u30a4\u30a2\u30a6\u30c8\u3084\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3092\u6700\u9069\u5316\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5c0f\u58f2\u696d\u8005\u306f\u5728\u5eab\u7ba1\u7406\u306e\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Walmart\u306fPOS\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u5546\u54c1\u914d\u7f6e\u306e\u6700\u9069\u5316\u3084\u9700\u8981\u4e88\u6e2c\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u85a6<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0 \u30e6\u30fc\u30b6\u30fc\u306e\u95b2\u89a7\u5c65\u6b74\u3084\u8208\u5473\u306b\u57fa\u3065\u3044\u3066\u3001\u95a2\u9023\u3059\u308b\u8a18\u4e8b\u3084\u30d3\u30c7\u30aa\u3092\u63a8\u85a6\u3002<\/p>\n
– \u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790 \u30e6\u30fc\u30b6\u30fc\u9593\u306e\u95a2\u4fc2\u3092\u89e3\u6790\u3057\u3066\u3001\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b5\u30fc\u306e\u7279\u5b9a\u3084\u60c5\u5831\u306e\u62e1\u6563\u3092\u4e88\u6e2c\u3002<\/p>\n
\u6839\u62e0
\nYouTube\u306e\u63a8\u85a6\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8996\u8074\u5c65\u6b74\u3084\u30ea\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5206\u6790\u3057\u3001\u95a2\u9023\u3059\u308b\u30d3\u30c7\u30aa\u3092\u7cbe\u5ea6\u9ad8\u304f\u63a8\u85a6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6ede\u5728\u6642\u9593\u304c\u5ef6\u3073\u3001\u5e83\u544a\u53ce\u76ca\u306e\u5897\u52a0\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
6. \u88fd\u9020\u696d<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u54c1\u8cea\u7ba1\u7406 \u88fd\u9020\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3001\u4e0d\u826f\u54c1\u306e\u539f\u56e0\u3092\u8fc5\u901f\u306b\u7279\u5b9a\u3057\u3001\u54c1\u8cea\u3092\u5411\u4e0a\u3002<\/p>\n
– \u4e88\u77e5\u4fdd\u5168 \u8a2d\u5099\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u3001\u6545\u969c\u3092\u4e88\u77e5\u3057\u3001\u4e8b\u524d\u306b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u5b9f\u65bd\u3002<\/p>\n
\u6839\u62e0
\n\u88fd\u9020\u696d\u306b\u304a\u3044\u3066\u3001\u4e88\u77e5\u4fdd\u5168\u30b7\u30b9\u30c6\u30e0\u306f\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001GE\u306ePredix\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30a4\u30f3\u30c0\u30b9\u30c8\u30ea\u30a2\u30eb\u30fb\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3092\u5229\u7528\u3057\u3066\u3001\u8a2d\u5099\u306e\u72b6\u614b\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
7. \u8abf\u67fb\u3068\u5206\u6790<\/p>\n
\u5fdc\u7528\u4f8b
\n– \u9867\u5ba2\u6e80\u8db3\u5ea6\u8abf\u67fb \u30a2\u30f3\u30b1\u30fc\u30c8\u7d50\u679c\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u89e3\u6790\u3057\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3002<\/p>\n
– \u793e\u4f1a\u73fe\u8c61\u306e\u7814\u7a76 \u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3084\u516c\u958b\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3001\u30c8\u30ec\u30f3\u30c9\u3084\u610f\u898b\u306e\u50be\u5411\u3092\u628a\u63e1\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u793e\u4f1a\u79d1\u5b66\u306e\u7814\u7a76\u3067\u3082\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u9078\u6319\u306e\u7d50\u679c\u4e88\u6e2c\u3084\u4e16\u8ad6\u8abf\u67fb\u306e\u89e3\u6790\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u306f\u9ad8\u3044\u7cbe\u5ea6\u3092\u6301\u3064\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u5fdc\u7528\u4f8b\u306b\u5171\u901a\u3059\u308b\u306e\u306f\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u304c\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u304b\u3064\u52b9\u679c\u7684\u306b\u89e3\u6790\u3057\u3001\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u80fd\u529b\u3067\u3059\u3002<\/p>\n
\u305d\u308c\u306b\u3088\u308a\u3001\u591a\u304f\u306e\u696d\u754c\u3067\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u3092\u898b\u3064\u3051\u51fa\u3059\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u69d8\u3005\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u4e00\u65b9\u3067\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u30e1\u30ea\u30c3\u30c8<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u306e\u30b5\u30dd\u30fc\u30c8<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u7d4c\u55b6\u8005\u306f\u6839\u62e0\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6226\u7565\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u58f2\u4e0a\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u3088\u308a\u3001\u6700\u3082\u5229\u76ca\u3092\u4e0a\u3052\u308b\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b Amazon\u306a\u3069\u306eE\u30b3\u30de\u30fc\u30b9\u4f01\u696d\u304c\u9867\u5ba2\u306e\u8cfc\u8cb7\u5c65\u6b74\u304b\u3089\u3001\u500b\u5225\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u751f\u6210\u3057\u3001\u58f2\u4e0a\u306e\u5897\u5927\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u6700\u9069\u5316<\/p>\n
\u6839\u62e0 \u9867\u5ba2\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3084\u55dc\u597d\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u30b9\u30fc\u30d1\u30fc\u30de\u30fc\u30b1\u30c3\u30c8\u306a\u3069\u3067\u306e\u9867\u5ba2\u306e\u8cfc\u8cb7\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u7279\u5b9a\u306e\u6642\u9593\u5e2f\u3084\u66dc\u65e5\u306b\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u58f2\u4e0a\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u7570\u5e38\u691c\u77e5<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u306f\u7570\u5e38\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u30d5\u30e9\u30a6\u30c9\u306e\u5146\u5019\u3092\u65e9\u671f\u306b\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n
\u4f8b \u91d1\u878d\u6a5f\u95a2\u304c\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u306e\u4e0d\u6b63\u4f7f\u7528\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u77e5\u3057\u3001\u88ab\u5bb3\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30ea\u30b9\u30af\u7ba1\u7406<\/p>\n
\u6839\u62e0 \u30ea\u30b9\u30af\u8981\u56e0\u3092\u7279\u5b9a\u3057\u3001\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30b9\u30af\u306e\u8efd\u6e1b\u3084\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u4fdd\u967a\u4f1a\u793e\u304c\u9867\u5ba2\u306e\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u30ea\u30b9\u30af\u8a55\u4fa1\u3092\u884c\u3044\u3001\u9069\u5207\u306a\u4fdd\u967a\u6599\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/p>\n
\u6839\u62e0 \u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u55dc\u597d\u3084\u884c\u52d5\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u4f8b \u97f3\u697d\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u8074\u53d6\u5c65\u6b74\u3092\u5206\u6790\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u5408\u3063\u305f\u30d7\u30ec\u30a4\u30ea\u30b9\u30c8\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8<\/p>\n
\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u5927\u91cf\u306e\u500b\u4eba\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fb5\u5bb3\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b Facebook\u306eCambridge Analytica\u4e8b\u4ef6\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u306e\u4e0d\u9069\u5207\u306a\u5229\u7528\u304c\u554f\u984c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u54c1\u8cea<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u306e\u8cea\u304c\u4f4e\u3044\u5834\u5408\u3001\u7d50\u679c\u306e\u4fe1\u983c\u6027\u304c\u4f4e\u4e0b\u3057\u3001\u8aa4\u3063\u305f\u7d50\u8ad6\u3092\u5c0e\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u4e0d\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u3084\u30a8\u30e9\u30fc\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305f\u5206\u6790\u306f\u3001\u8aa4\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u6226\u7565\u3092\u751f\u3080\u539f\u56e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u9ad8\u30b3\u30b9\u30c8\u3068\u6642\u9593<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u9ad8\u3044\u8a08\u7b97\u8cc7\u6e90\u3068\u6642\u9593\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u4eba\u4ef6\u8cbb\u3001\u30b5\u30fc\u30d0\u30fc\u30fb\u30a4\u30f3\u30d5\u30e9\u306e\u30b3\u30b9\u30c8\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u6280\u8853\u7684\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u9ad8\u5ea6\u306a\u6280\u8853\u7684\u77e5\u8b58\u3084\u30b9\u30ad\u30eb\u3092\u5fc5\u8981\u3068\u3057\u3001\u5c02\u9580\u5bb6\u306e\u4e0d\u8db3\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5c02\u9580\u5bb6\u304c\u5c11\u306a\u3044\u305f\u3081\u3001\u9700\u8981\u306b\u5bfe\u3057\u3066\u4f9b\u7d66\u304c\u8ffd\u3044\u3064\u3044\u3066\u3044\u306a\u3044\u72b6\u6cc1\u3067\u3059\u3002<\/p>\n
\u8aa4\u3063\u305f\u6d1e\u5bdf\u306e\u30ea\u30b9\u30af<\/p>\n
\u6839\u62e0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u3073\u65b9\u3084\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u65b9\u306b\u3088\u3063\u3066\u306f\u3001\u8aa4\u3063\u305f\u6d1e\u5bdf\u3092\u5c0e\u304f\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b \u76f8\u95a2\u95a2\u4fc2\u3068\u56e0\u679c\u95a2\u4fc2\u3092\u6df7\u540c\u3057\u3001\u8aa4\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u6226\u7565\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6cd5\u7684\u30fb\u502b\u7406\u7684\u554f\u984c<\/p>\n
\u6839\u62e0 \u500b\u4eba\u60c5\u5831\u3084\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\u306a\u60c5\u5831\u3092\u6271\u3046\u969b\u306b\u306f\u3001\u6cd5\u7684\u30fb\u502b\u7406\u7684\u306a\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b GDPR\u306a\u3069\u306e\u6cd5\u898f\u5236\u306b\u9055\u53cd\u3057\u305f\u5834\u5408\u3001\u4f01\u696d\u306f\u5de8\u984d\u306e\u7f70\u91d1\u3092\u79d1\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u3084\u79d1\u5b66\u306e\u9818\u57df\u3067\u5e45\u5e83\u304f\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u554f\u984c\u3084\u30b3\u30b9\u30c8\u3001\u6280\u8853\u7684\u8ab2\u984c\u306a\u3069\u3001\u591a\u304f\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6700\u5927\u306e\u5229\u70b9\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u3010\u8981\u7d04\u3011
\n\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u77e5\u8b58\u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30c7\u30fc\u30bf\u5909\u63db\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u30d1\u30bf\u30fc\u30f3\u8a55\u4fa1\u3001\u77e5\u8b58\u8868\u73fe\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u6280\u6cd5\u3068\u3057\u3066\u306f\u3001\u30af\u30e9\u30b9\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u3001\u7570\u5e38\u691c\u77e5\u304c\u3042\u308a\u307e\u3059\u3002\u5fdc\u7528\u5206\u91ce\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u91d1\u878d\u3001\u533b\u7642\u306a\u3069\u591a\u5c90\u306b\u308f\u305f\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u3084\u79d1\u5b66\u7814\u7a76\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u77e5\u8b58\u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u7d71\u8a08\u5b66\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u306a\u3069\u591a\u304f\u306e\u5206\u91ce\u306e\u77e5\u898b\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002 \u3053 […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-1186","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-seo"},"_links":{"self":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/1186","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1186"}],"version-history":[{"count":0,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/1186\/revisions"}],"wp:attachment":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1186"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1186"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}