{"id":476675,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:12","modified_gmt":"2023-09-05T11:13:12","slug":"data-mining","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/data-mining\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0"},"content":{"rendered":"

\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u304a\u3051\u308b\u77e5\u8b58\u767a\u898b (KDD) \u3068\u3082\u547c\u3070\u308c\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u5185\u306e\u30d1\u30bf\u30fc\u30f3\u3001\u76f8\u95a2\u95a2\u4fc2\u3001\u7570\u5e38\u3092\u767a\u898b\u3057\u3066\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u624b\u6cd5\u306b\u306f\u3001\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u306e\u624b\u6cd5\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u751f\u30c7\u30fc\u30bf\u304b\u3089\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u6b74\u53f2\u7684\u306a\u65c5<\/h2>\n

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\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5185\u90e8\u69cb\u9020<\/h2>\n

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\u6b21\u306b\u3001\u6e96\u5099\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u3002\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853\u306f\u3001\u5f53\u9762\u306e\u554f\u984c\u306b\u5fdc\u3058\u3066\u3001\u7d71\u8a08\u5206\u6790\u304b\u3089\u3001\u30c7\u30b7\u30b8\u30e7\u30f3 \u30c4\u30ea\u30fc\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u76f8\u95a2\u30eb\u30fc\u30eb\u5b66\u7fd2\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u3067\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/p>\n

\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b9f\u884c\u3055\u308c\u308b\u3068\u3001\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u308b\u30d1\u30bf\u30fc\u30f3\u3068\u50be\u5411\u304c\u3001\u5b9a\u7fa9\u3055\u308c\u305f\u76ee\u7684\u306b\u7167\u3089\u3057\u3066\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u51fa\u529b\u304c\u6e80\u8db3\u306e\u3044\u304f\u3082\u306e\u3067\u306a\u3044\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5c02\u9580\u5bb6\u306f\u30c7\u30fc\u30bf\u307e\u305f\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5fae\u8abf\u6574\u3057\u3001\u671b\u307e\u3057\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u307e\u3067\u30d7\u30ed\u30bb\u30b9\u3092\u518d\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u4e3b\u306a\u6a5f\u80fd<\/h2>\n
    \n
  1. \u81ea\u52d5\u691c\u51fa<\/strong>: \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u5185\u306e\u3053\u308c\u307e\u3067\u77e5\u3089\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u76f8\u95a2\u95a2\u4fc2\u3092\u767a\u898b\u3059\u308b\u81ea\u52d5\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/li>\n
  2. \u4e88\u6e2c<\/strong>\uff1a\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u5c06\u6765\u306e\u50be\u5411\u3084\u884c\u52d5\u3092\u4e88\u6e2c\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u4f01\u696d\u304c\u77e5\u8b58\u306b\u57fa\u3065\u3044\u3066\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n
  3. \u9069\u5fdc\u6027<\/strong>: \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5909\u5316\u3059\u308b\u5165\u529b\u3068\u76ee\u6a19\u306b\u9069\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3068\u76ee\u6a19\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n
  4. \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>: \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u3092\u7ba1\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n

    \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u306e\u7a2e\u985e<\/h2>\n

    \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u306f\u3001\u6b21\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5927\u307e\u304b\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n

      \n
    1. \n

      \u5206\u985e<\/strong>: \u3053\u306e\u624b\u6cd5\u306b\u306f\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30af\u30e9\u30b9 \u30e9\u30d9\u30eb\u306e\u30bb\u30c3\u30c8\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u3055\u307e\u3056\u307e\u306a\u30af\u30e9\u30b9\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30c7\u30b7\u30b8\u30e7\u30f3 \u30c4\u30ea\u30fc\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b5\u30dd\u30fc\u30c8 \u30d9\u30af\u30bf\u30fc \u30de\u30b7\u30f3\u306f\u3001\u3053\u306e\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<\/li>\n

    2. \n

      \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong>: \u3053\u306e\u624b\u6cd5\u306f\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u306b\u95a2\u3059\u308b\u4e8b\u524d\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u985e\u4f3c\u3057\u305f\u30c7\u30fc\u30bf \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 K \u5e73\u5747\u6cd5\u3001\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u304a\u3088\u3073 DBSCAN \u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<\/li>\n

    3. \n

      \u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u30eb\u30fc\u30eb\u306e\u5b66\u7fd2<\/strong>: \u3053\u306e\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u4e00\u9023\u306e\u30a2\u30a4\u30c6\u30e0\u9593\u306e\u8208\u5473\u6df1\u3044\u95a2\u4fc2\u307e\u305f\u306f\u95a2\u9023\u6027\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002 Apriori \u3068 FP-Growth \u306f\u3001\u3053\u306e\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<\/li>\n

    4. \n

      \u56de\u5e30<\/strong>: \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u57fa\u3065\u3044\u3066\u6570\u5024\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u7dda\u5f62\u56de\u5e30\u3068\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<\/li>\n

    5. \n

      \u7570\u5e38\u691c\u51fa<\/strong>: \u3053\u306e\u624b\u6cd5\u306f\u3001\u4e88\u671f\u3055\u308c\u308b\u52d5\u4f5c\u306b\u9069\u5408\u3057\u306a\u3044\u7570\u5e38\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002 Z \u30b9\u30b3\u30a2\u3001DBSCAN\u3001\u304a\u3088\u3073 Isolation Forest \u306f\u3001\u3053\u306e\u305f\u3081\u306b\u983b\u7e41\u306b\u4f7f\u7528\u3055\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n\n\n\n\n\n\n\n\n\n
      \u6280\u8853<\/th>\n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4f8b<\/th>\n<\/tr>\n<\/thead>\n
      \u5206\u985e<\/td>\n\u30c7\u30b7\u30b8\u30e7\u30f3 \u30c4\u30ea\u30fc\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001SVM<\/td>\n<\/tr>\n
      \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/td>\nK \u5e73\u5747\u6cd5\u3001\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001DBSCAN<\/td>\n<\/tr>\n
      \u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u30eb\u30fc\u30eb\u306e\u5b66\u7fd2<\/td>\n\u30a2\u30d7\u30ea\u30aa\u30ea\u3001FP-\u6210\u9577<\/td>\n<\/tr>\n
      \u56de\u5e30<\/td>\n\u7dda\u5f62\u56de\u5e30\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/td>\n<\/tr>\n
      \u7570\u5e38\u691c\u51fa<\/td>\nZ \u30b9\u30b3\u30a2\u3001DBSCAN\u3001\u30a2\u30a4\u30bd\u30ec\u30fc\u30b7\u30e7\u30f3 \u30d5\u30a9\u30ec\u30b9\u30c8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u8ab2\u984c\u3001\u89e3\u6c7a\u7b56<\/h2>\n

      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u91d1\u878d\u3001\u6559\u80b2\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u9867\u5ba2\u306e\u8cfc\u5165\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3057\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0 \u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u958b\u59cb\u3057\u307e\u3059\u3002\u533b\u7642\u5206\u91ce\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306f\u75c5\u6c17\u306e\u767a\u751f\u3092\u4e88\u6e2c\u3057\u3001\u6cbb\u7642\u3092\u500b\u5225\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n

      \u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u306f\u7279\u5b9a\u306e\u8ab2\u984c\u304c\u4f34\u3044\u307e\u3059\u3002\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u91cd\u5927\u306a\u61f8\u5ff5\u4e8b\u9805\u3067\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u95a2\u9023\u6027\u3082\u7d50\u679c\u306e\u7cbe\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u306b\u306f\u3001\u5805\u7262\u306a\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u5b9f\u8df5\u3001\u30c7\u30fc\u30bf\u533f\u540d\u5316\u6280\u8853\u3001\u54c1\u8cea\u4fdd\u8a3c\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u540c\u69d8\u306e\u6982\u5ff5<\/h2>\n\n\n\n\n\n\n\n\n\n
      \u30b3\u30f3\u30bb\u30d7\u30c8<\/th>\n\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n
      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0<\/td>\n\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u3053\u308c\u307e\u3067\u77e5\u3089\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3068\u76f8\u95a2\u95a2\u4fc2\u306e\u767a\u898b\u3002<\/td>\n<\/tr>\n
      \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf<\/td>\n\u30d1\u30bf\u30fc\u30f3\u3084\u50be\u5411\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u305f\u3081\u306b\u5206\u6790\u3067\u304d\u308b\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6307\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n
      \u30c7\u30fc\u30bf\u5206\u6790<\/td>\n\u6709\u7528\u306a\u60c5\u5831\u3092\u767a\u898b\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u3092\u691c\u67fb\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u5909\u63db\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3002<\/td>\n<\/tr>\n
      \u6a5f\u68b0\u5b66\u7fd2<\/td>\n\u7d71\u8a08\u7684\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306b\u30c7\u30fc\u30bf\u304b\u3089\u300c\u5b66\u7fd2\u300d\u3059\u308b\u80fd\u529b\u3092\u4e0e\u3048\u308b AI \u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3002<\/td>\n<\/tr>\n
      \u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/td>\n\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3059\u308b\u5b9f\u7528\u7684\u306a\u60c5\u5831\u3092\u63d0\u793a\u3059\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u4e3b\u5c0e\u306e\u30d7\u30ed\u30bb\u30b9\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5c06\u6765\u306e\u5c55\u671b\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc<\/h2>\n

      AI\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u4e88\u6e2c\u5206\u6790\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306e\u5c06\u6765\u306f\u6709\u671b\u306b\u898b\u3048\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853\u3092\u3088\u308a\u9ad8\u5ea6\u306a\u3082\u306e\u306b\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001Hadoop \u3084 Spark \u306a\u3069\u306e\u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf \u30c6\u30af\u30ce\u30ed\u30b8\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u304c\u5bb9\u6613\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u306b\u65b0\u305f\u306a\u9053\u304c\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

      \u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u4eca\u5f8c\u3082\u91cd\u70b9\u5206\u91ce\u3067\u3042\u308a\u3001\u3088\u308a\u5805\u7262\u3067\u5b89\u5168\u306a\u65b9\u6cd5\u304c\u958b\u767a\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Explainable AI (XAI) \u306e\u53f0\u982d\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u304c\u3088\u308a\u900f\u660e\u3067\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308b\u3068\u3082\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n

      \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc<\/h2>\n

      \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u533f\u540d\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u3092\u30de\u30a4\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u306b\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u5730\u7406\u7684\u5236\u9650\u3092\u514b\u670d\u3059\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30ca\u30fc\u304c\u5730\u7406\u7684\u306b\u7570\u306a\u308b\u5834\u6240\u304b\u3089\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

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      \u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n
        \n
      1. \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u7c21\u5358\u306a\u6b74\u53f2<\/a><\/li>\n
      2. \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u6280\u8853: \u6982\u8981<\/a><\/li>\n
      3. \u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0\u3092\u7406\u89e3\u3059\u308b: \u4e88\u671f\u3057\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3059\u308b\u3053\u3068\u304c\u3059\u3079\u3066\u3067\u3059<\/a><\/li>\n
      4. \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u30d7\u30ed\u30ad\u30b7\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n
      5. \u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u672a\u6765: \u4e88\u6e2c\u5206\u6790<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468123,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476675","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Data Mining: Unveiling Hidden Patterns in Data<\/mark>","faq_items":[{"question":"What is data mining?","answer":"

        Data mining is the process of discovering hidden patterns, correlations, and insights within large datasets. It involves using statistical and machine learning techniques to extract valuable information and predict future outcomes.<\/p>"},{"question":"How did data mining originate?","answer":"

        The concept of data mining dates back to the 1960s, but the term gained popularity in the 1990s with the growth of data and the need for advanced analysis tools. The first International Conference on Knowledge Discovery and Data Mining was held in 1995, marking a significant milestone in its development.<\/p>"},{"question":"What are the key features of data mining?","answer":"

        Data mining offers automated discovery, prediction capabilities, adaptability to various data types, and scalability for handling big data.<\/p>"},{"question":"What are the types of data mining techniques?","answer":"

        Data mining techniques include classification (e.g., decision trees, neural networks), clustering (e.g., k-means, hierarchical clustering), association rule learning (e.g., Apriori, FP-Growth), regression (e.g., linear regression, logistic regression), and anomaly detection (e.g., Z-score, DBSCAN).<\/p>"},{"question":"How is data mining used in various fields?","answer":"

        Data mining finds applications in marketing, healthcare, finance, education, cybersecurity, and more. It helps businesses understand customer behavior, predicts disease outbreaks, and aids in personalized treatment plans.<\/p>"},{"question":"What challenges does data mining face?","answer":"

        Data privacy, data quality, and relevancy are common challenges. To address them, robust data governance practices and anonymization techniques should be employed.<\/p>"},{"question":"How does data mining differ from big data, data analysis, and machine learning?","answer":"

        Data mining focuses on discovering patterns in data, while big data refers to large datasets for analysis. Data analysis is a broader process that includes various methods of examining and interpreting data, and machine learning is a subset of AI that enables computers to learn from data.<\/p>"},{"question":"What does the future hold for data mining?","answer":"

        The future of data mining looks promising with advancements in AI, machine learning, and big data technologies. Explainable AI (XAI) and enhanced data privacy measures are expected to play a significant role.<\/p>"},{"question":"How do proxy servers relate to data mining?","answer":"

        Proxy servers offer anonymity and help overcome geo-restrictions in data mining. They ensure secure and uninterrupted data extraction, making them valuable tools in the data mining process.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/476675","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/476675\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/468123"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=476675"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}