**\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u826f\u3044\u304b\uff1f**
\n\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\uff08Search Intent\uff09\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u306f\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u691c\u7d22\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u3001\u4ee5\u4e0b\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n
1. \u30af\u30a8\u30ea\u306e\u5206\u985e\u3068\u89e3\u6790<\/p>\n
a. \u610f\u56f3\u306e\u30bf\u30a4\u30d7\u3092\u5206\u985e\u3059\u308b<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u306f\u4e3b\u306b\u4ee5\u4e0b\u306e4\u3064\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u60c5\u5831\u63a2\u7d22\uff08Informational\uff09 \u60c5\u5831\u53ce\u96c6\u3084\u5b66\u7fd2\u3092\u76ee\u7684\u3068\u3059\u308b\u691c\u7d22\u3002<\/p>\n
\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\uff08Navigational\uff09 \u7279\u5b9a\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30da\u30fc\u30b8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u76ee\u7684\u3068\u3059\u308b\u691c\u7d22\u3002<\/p>\n
\u53d6\u5f15\uff08Transactional\uff09 \u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u8cfc\u5165\u3001\u5951\u7d04\u306a\u3069\u5177\u4f53\u7684\u306a\u884c\u52d5\u3092\u76ee\u7684\u3068\u3059\u308b\u691c\u7d22\u3002<\/p>\n
\u5546\u696d\u8abf\u67fb\uff08Commercial Investigation\uff09 \u8cfc\u5165\u524d\u306e\u6bd4\u8f03\u3084\u8a55\u4fa1\u3092\u76ee\u7684\u3068\u3059\u308b\u691c\u7d22\u3002<\/p>\n
\u3053\u306e\u5206\u985e\u306b\u3088\u308a\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u76ee\u7684\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300ciPhone \u6bd4\u8f03\u300d\u306f\u5546\u696d\u8abf\u67fb\u610f\u56f3\u3092\u793a\u3057\u3001\u300ciPhone \u4f7f\u3044\u65b9\u300d\u306f\u60c5\u5831\u63a2\u7d22\u610f\u56f3\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n
b. \u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u610f\u56f3\u5206\u6790<\/p>\n
\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u89e3\u6790\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6c42\u3081\u3066\u3044\u308b\u60c5\u5831\u3084\u884c\u52d5\u3092\u63a8\u6e2c\u3057\u307e\u3059\u3002<\/p>\n
\u52d5\u8a5e\u3084\u540d\u8a5e\u306e\u4f7f\u7528\u3001\u4fee\u98fe\u8a9e\u306a\u3069\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u56f3\u3092\u660e\u78ba\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n
2. \u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u306e\u6d3b\u7528<\/p>\n
a. \u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u89e3\u6790<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304c\u691c\u7d22\u7d50\u679c\u304b\u3089\u3069\u306e\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u304b\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u610f\u56f3\u3092\u63a8\u6e2c\u3057\u307e\u3059\u3002<\/p>\n
\u9ad8\u3044\u30af\u30ea\u30c3\u30af\u7387\u3092\u793a\u3059\u7d50\u679c\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306b\u5408\u81f4\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n
b. \u6ede\u5728\u6642\u9593\u3068\u76f4\u5e30\u7387<\/p>\n
\u691c\u7d22\u7d50\u679c\u306b\u30a2\u30af\u30bb\u30b9\u5f8c\u306e\u6ede\u5728\u6642\u9593\u3084\u76f4\u5e30\u7387\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u9577\u3044\u6ede\u5728\u6642\u9593\u3084\u4f4e\u3044\u76f4\u5e30\u7387\u306f\u3001\u63d0\u4f9b\u3055\u308c\u305f\u60c5\u5831\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u671f\u5f85\u306b\u5fdc\u3048\u3066\u3044\u308b\u8a3c\u62e0\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
3. \u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u6700\u9069\u5316<\/p>\n
a. \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u306e\u5c0e\u5165<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u6587\u8108\u3084\u610f\u5473\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u5358\u4f4d\u3067\u306f\u306a\u304f\u3001\u5168\u4f53\u306e\u610f\u56f3\u306b\u57fa\u3065\u3044\u305f\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n
b. \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u5185\u306e\u56fa\u6709\u540d\u8a5e\u3084\u91cd\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300c\u6771\u4eac \u5929\u6c17\u300d\u306e\u5834\u5408\u3001\u300c\u6771\u4eac\u300d\u3068\u3044\u3046\u5730\u540d\u3068\u300c\u5929\u6c17\u300d\u3068\u3044\u3046\u60c5\u5831\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u8a8d\u8b58\u3057\u307e\u3059\u3002<\/p>\n
4. \u6a5f\u68b0\u5b66\u7fd2\u3068AI\u306e\u6d3b\u7528<\/p>\n
a. \u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6539\u5584<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u691c\u7d22\u5c65\u6b74\u3084\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3001\u500b\u5225\u5316\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
Google\u306eRankBrain\u306f\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u4ee3\u8868\u4f8b\u3067\u3059\u3002<\/p>\n
b. \u610f\u56f3\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u304b\u3089\u610f\u56f3\u3092\u4e88\u6e2c\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u6587\u8108\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
5. \u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u53ce\u96c6<\/p>\n
a. \u30a2\u30f3\u30b1\u30fc\u30c8\u3068\u30ec\u30d3\u30e5\u30fc<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u76f4\u63a5\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u691c\u7d22\u7d50\u679c\u306e\u6e80\u8db3\u5ea6\u3084\u6539\u5584\u70b9\u3092\u628a\u63e1\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u53cd\u6620\u3057\u305f\u6539\u5584\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
b. A\/B\u30c6\u30b9\u30c8\u306e\u5b9f\u65bd<\/p>\n
\u7570\u306a\u308b\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u30c6\u30b9\u30c8\u3057\u3001\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306b\u6700\u3082\u9069\u5408\u3059\u308b\u304b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u696d\u754c\u3084\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u5e83\u304f\u7814\u7a76\u30fb\u5b9f\u8df5\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u6210\u529f\u4e8b\u4f8b\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Google\u306f\u9577\u5e74\u306b\u308f\u305f\u308a\u691c\u7d22\u610f\u56f3\u306e\u7406\u89e3\u306b\u6ce8\u529b\u3057\u3066\u304a\u308a\u3001RankBrain\u3084BERT\u3068\u3044\u3063\u305fAI\u6280\u8853\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u5411\u4e0a\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u5b66\u8853\u7814\u7a76\u3067\u3082\u3001\u691c\u7d22\u610f\u56f3\u306e\u5206\u985e\u3084\u89e3\u6790\u624b\u6cd5\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u8ad6\u6587\u304c\u767a\u8868\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u6709\u52b9\u6027\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000Bhavani et al., “Analyzing and Evaluating Web Search Query Intent,” ACM Transactions on Information Systems, 2014\uff09\u3002<\/p>\n
\u7dcf\u3058\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30af\u30a8\u30ea\u306e\u8a73\u7d30\u306a\u89e3\u6790\u3001\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3001\u6700\u65b0\u306eAI\u6280\u8853\u306e\u5c0e\u5165\u3001\u305d\u3057\u3066\u7d99\u7d9a\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u53ce\u96c6\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
**\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3069\u306e\u3088\u3046\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u89e3\u6790\u624b\u6cd5\u304c\u6709\u52b9\u304b\uff1f**
\n\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6349\u3048\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u305f\u9069\u5207\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u89e3\u6790\u624b\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u3067\u306f\u3001\u52b9\u679c\u7684\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u89e3\u6790\u624b\u6cd5\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306b\u57fa\u3065\u304f\u30ad\u30fc\u30ef\u30fc\u30c9\u5206\u985e<\/p>\n
a. \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30ca\u30eb\u3001\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30ca\u30eb\u3001\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30ca\u30eb\u306e\u5206\u985e<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u300c\u53d6\u5f15\u7684\uff08\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30ca\u30eb\uff09\u300d\u3001\u300c\u60c5\u5831\u63a2\u6c42\u7684\uff08\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30ca\u30eb\uff09\u300d\u3001\u300c\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30ca\u30eb\uff08\u7279\u5b9a\u306e\u30b5\u30a4\u30c8\u3084\u30da\u30fc\u30b8\u3078\u306e\u8a98\u5c0e\uff09\u300d\u306e3\u3064\u306b\u5206\u985e\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u5206\u985e\u306b\u3088\u308a\u3001\u5404\u610f\u56f3\u306b\u9069\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u7279\u5b9a\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u9069\u5207\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3067\u304d\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u8a55\u4fa1\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
Google\u306e\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u91cd\u8996\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u306e\u624b\u6cd5\u306f\u6709\u52b9\u3067\u3059\u3002<\/p>\n
b. \u30af\u30a8\u30ea\u306e\u30d5\u30a7\u30fc\u30ba\u5206\u6790<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304c\u691c\u7d22\u884c\u52d5\u3092\u958b\u59cb\u3059\u308b\u6bb5\u968e\uff08\u8a8d\u77e5\u6bb5\u968e\u3001\u691c\u8a0e\u6bb5\u968e\u3001\u8cfc\u5165\u6bb5\u968e\uff09\u306b\u5fdc\u3058\u3066\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3069\u306e\u6bb5\u968e\u306b\u3042\u308b\u304b\u3092\u628a\u63e1\u3057\u3001\u9069\u5207\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u5404\u30d5\u30a7\u30fc\u30ba\u306b\u9069\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3082\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n
2. \u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u6d3b\u7528<\/p>\n
\u4e00\u822c\u7684\u306a\u77ed\u3044\u30ad\u30fc\u30ef\u30fc\u30c9\uff08\u4f8b\u3000\u300c\u30c0\u30a4\u30a8\u30c3\u30c8\u300d\uff09\u306b\u52a0\u3048\u3066\u3001\u5177\u4f53\u7684\u3067\u7af6\u5408\u304c\u5c11\u306a\u3044\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\uff08\u4f8b\u3000\u300c30\u4ee3\u5973\u6027 \u30c0\u30a4\u30a8\u30c3\u30c8 \u65b9\u6cd5\u300d\uff09\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\u306f\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306b\u5408\u81f4\u3057\u3084\u3059\u304f\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u304c\u9ad8\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u7af6\u5408\u304c\u5c11\u306a\u3044\u305f\u3081\u3001\u691c\u7d22\u7d50\u679c\u306e\u4e0a\u4f4d\u306b\u8868\u793a\u3055\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
3. \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ad\u30fc\u30ef\u30fc\u30c9\u89e3\u6790<\/p>\n
LSI\uff08Latent Semantic Indexing\uff09\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u95a2\u9023\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u5206\u6790\u3057\u3001\u4e3b\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u95a2\u9023\u6027\u306e\u9ad8\u3044\u8a9e\u5f59\u3092\u53d6\u308a\u5165\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u6587\u8108\u304c\u660e\u78ba\u306b\u306a\u308a\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u304c\u5185\u5bb9\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306f\u5358\u4e00\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u3001\u95a2\u9023\u3059\u308b\u8a9e\u5f59\u3084\u6587\u8108\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u95a2\u9023\u6027\u304c\u9ad8\u307e\u308a\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
4. \u30ad\u30fc\u30ef\u30fc\u30c9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/p>\n
\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30c6\u30fc\u30de\u3054\u3068\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u5305\u62ec\u7684\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u5305\u62ec\u7684\u304b\u3064\u4f53\u7cfb\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3067\u304d\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u691c\u7d22\u610f\u56f3\u306b\u5fdc\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3082\u30c6\u30fc\u30de\u6027\u306e\u5f37\u3044\u30b5\u30a4\u30c8\u3092\u9ad8\u8a55\u4fa1\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
5. \u691c\u7d22\u30dc\u30ea\u30e5\u30fc\u30e0\u3068\u7af6\u5408\u5206\u6790<\/p>\n
\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u691c\u7d22\u30dc\u30ea\u30e5\u30fc\u30e0\u3068\u7af6\u5408\u306e\u5f37\u3055\u3092\u5206\u6790\u3057\u3001\u6700\u9069\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u9078\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u9ad8\u691c\u7d22\u30dc\u30ea\u30e5\u30fc\u30e0\u304b\u3064\u4f4e\u7af6\u5408\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u72d9\u3046\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306b\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u7372\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u9069\u5207\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u9078\u5b9a\u306f\u3001SEO\u6226\u7565\u306e\u52b9\u679c\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u9ad8\u30dc\u30ea\u30e5\u30fc\u30e0\u3067\u4f4e\u7af6\u5408\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u9078\u3076\u3053\u3068\u3067\u3001\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u9ad8\u3044\u6210\u679c\u3092\u5f97\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n
6. \u30e6\u30fc\u30b6\u30fc\u30d3\u30d8\u30a4\u30d3\u30a2\u30c7\u30fc\u30bf\u306e\u6d3b\u7528<\/p>\n
Google Analytics\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30c7\u30fc\u30bf\uff08\u6ede\u5728\u6642\u9593\u3001\u76f4\u5e30\u7387\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306a\u3069\uff09\u3092\u5206\u6790\u3057\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u52b9\u679c\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u57fa\u3065\u3044\u3066\u30ad\u30fc\u30ef\u30fc\u30c9\u6226\u7565\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u30d3\u30d8\u30a4\u30d3\u30a2\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u6709\u52b9\u6027\u3092\u5ba2\u89b3\u7684\u306b\u8a55\u4fa1\u3067\u304d\u3001\u6539\u5584\u70b9\u3092\u660e\u78ba\u306b\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/p>\n
7. \u30c8\u30ec\u30f3\u30c9\u5206\u6790<\/p>\n
Google\u30c8\u30ec\u30f3\u30c9\u306a\u3069\u3092\u5229\u7528\u3057\u3066\u3001\u6700\u65b0\u306e\u691c\u7d22\u30c8\u30ec\u30f3\u30c9\u3092\u628a\u63e1\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u53d6\u308a\u5165\u308c\u307e\u3059\u3002<\/p>\n
\u5b63\u7bc0\u6027\u3084\u6025\u4e0a\u6607\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3067\u306e\u9732\u51fa\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c8\u30ec\u30f3\u30c9\u306b\u654f\u611f\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u63d0\u4f9b\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u95a2\u5fc3\u3092\u5f15\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3068\u30af\u30ea\u30c3\u30af\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
8. \u30af\u30a8\u30ea\u30ea\u30e9\u30a4\u30c8\u3068\u30b7\u30ce\u30cb\u30e0\u306e\u6d3b\u7528<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304c\u7570\u306a\u308b\u8868\u73fe\u3067\u540c\u3058\u610f\u56f3\u3092\u6301\u3064\u5834\u5408\u304c\u591a\u3044\u305f\u3081\u3001\u30af\u30a8\u30ea\u30ea\u30e9\u30a4\u30c8\u3084\u30b7\u30ce\u30cb\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3001\u591a\u69d8\u306a\u691c\u7d22\u30af\u30a8\u30ea\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u691c\u7d22\u8868\u73fe\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5e83\u7bc4\u306a\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u3089\u308c\u3001\u691c\u7d22\u7d50\u679c\u306e\u7db2\u7f85\u6027\u3068\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u3068\u3081<\/p>\n
\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u305f\u591a\u89d2\u7684\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u89e3\u6790\u624b\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306e\u5206\u985e\u3001\u30ed\u30f3\u30b0\u30c6\u30fc\u30eb\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u6d3b\u7528\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u89e3\u6790\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u691c\u7d22\u30dc\u30ea\u30e5\u30fc\u30e0\u3068\u7af6\u5408\u5206\u6790\u3001\u30e6\u30fc\u30b6\u30fc\u30d3\u30d8\u30a4\u30d3\u30a2\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3001\u30c8\u30ec\u30f3\u30c9\u5206\u6790\u3001\u305d\u3057\u3066\u30af\u30a8\u30ea\u30ea\u30e9\u30a4\u30c8\u3068\u30b7\u30ce\u30cb\u30e0\u306e\u6d3b\u7528\u3068\u3044\u3063\u305f\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001SEO\u306e\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u3082\u6709\u52b9\u3067\u3042\u308a\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3082\u9069\u5408\u3057\u305f\u6226\u7565\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n
**\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u4f55\u304b\uff1f**
\n\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u624b\u6cd5\u3068\u305d\u308c\u305e\u308c\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u5c65\u6b74\u306e\u5206\u6790<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u304c\u904e\u53bb\u306b\u884c\u3063\u305f\u691c\u7d22\u30af\u30a8\u30ea\u3084\u30af\u30ea\u30c3\u30af\u3057\u305f\u30ea\u30f3\u30af\u3001\u95b2\u89a7\u3057\u305f\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u5c65\u6b74\u3092\u5206\u6790\u3057\u3001\u73fe\u5728\u306e\u691c\u7d22\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u95a2\u5fc3\u3084\u30cb\u30fc\u30ba\u3092\u4e88\u6e2c\u3057\u3001\u500b\u5225\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u884c\u52d5\u3084\u30cb\u30fc\u30ba\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Google\u306e\u7814\u7a76\u306b\u3088\u308c\u3070\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u5c65\u6b74\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u304c\u9ad8\u307e\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
2. \u884c\u52d5\u30c7\u30fc\u30bf\u306e\u8ffd\u8de1\u3068\u5206\u6790<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30ea\u30c3\u30af\u30d1\u30bf\u30fc\u30f3\u3001\u6ede\u5728\u6642\u9593\u3001\u30b9\u30af\u30ed\u30fc\u30eb\u884c\u52d5\u306a\u3069\u306e\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u30fb\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u691c\u7d22\u7d50\u679c\u3092\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306b\u8abf\u6574\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6700\u3082\u95a2\u5fc3\u3092\u6301\u3064\u60c5\u5831\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u884c\u52d5\u30c7\u30fc\u30bf\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u73fe\u5728\u306e\u95a2\u5fc3\u3084\u610f\u56f3\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u3001\u3053\u308c\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76\u3067\u306f\u3001\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305f\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u304c\u691c\u7d22\u306e\u95a2\u9023\u6027\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. \u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u60c5\u5831\u306e\u6d3b\u7528<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u5e74\u9f62\u3001\u6027\u5225\u3001\u6240\u5728\u5730\u3001\u8077\u696d\u306a\u3069\u306e\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u60c5\u5831\u3092\u57fa\u306b\u691c\u7d22\u7d50\u679c\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u7279\u5b9a\u306e\u5730\u57df\u3067\u4eba\u6c17\u306e\u3042\u308b\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u60c5\u5831\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u57fa\u672c\u7684\u306a\u30cb\u30fc\u30ba\u3084\u55dc\u597d\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u6307\u6a19\u3067\u3059\u3002<\/p>\n
\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u91ce\u3067\u3082\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u5c64\u306b\u5408\u308f\u305b\u305f\u60c5\u5831\u63d0\u4f9b\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3053\u3068\u304c\u5e83\u304f\u8a8d\u8b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
4. \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306e\u6d3b\u7528<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u73fe\u5728\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff08\u5834\u6240\u3001\u30c7\u30d0\u30a4\u30b9\u3001\u6642\u9593\u5e2f\u306a\u3069\uff09\u3092\u8003\u616e\u3057\u3066\u691c\u7d22\u7d50\u679c\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u306e\u691c\u7d22\u3067\u306f\u3001\u4f4d\u7f6e\u60c5\u5831\u3092\u57fa\u306b\u8fd1\u96a3\u306e\u5e97\u8217\u60c5\u5831\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306f\u691c\u7d22\u610f\u56f3\u3092\u3088\u308a\u6b63\u78ba\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u4f4d\u7f6e\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u73fe\u5728\u3044\u308b\u5834\u6240\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u8fc5\u901f\u306b\u63d0\u4f9b\u3067\u304d\u3001\u5229\u4fbf\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
\u5b9f\u969b\u306b\u3001\u591a\u304f\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u5c0e\u5165<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u985e\u4f3c\u306e\u8208\u5473\u3084\u884c\u52d5\u3092\u6301\u3064\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u691c\u7d22\u7d50\u679c\u3084\u63a8\u85a6\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u96a0\u308c\u305f\u30cb\u30fc\u30ba\u3084\u65b0\u305f\u306a\u8208\u5473\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306f\u30e6\u30fc\u30b6\u30fc\u9593\u306e\u985e\u4f3c\u6027\u3092\u6d3b\u7528\u3059\u308b\u624b\u6cd5\u3067\u3001\u591a\u304f\u306e\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3067\u6210\u529f\u3092\u53ce\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n
Netflix\u3084Amazon\u306a\u3069\u306e\u4e8b\u4f8b\u3067\u306f\u3001\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u304c\u8457\u3057\u304f\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
6. \u6a5f\u68b0\u5b66\u7fd2\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u6d3b\u7528<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3092\u6df1\u304f\u7406\u89e3\u3057\u3001\u6587\u8108\u306b\u5373\u3057\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u66d6\u6627\u306a\u30af\u30a8\u30ea\u3084\u8907\u96d1\u306a\u691c\u7d22\u8981\u6c42\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u6700\u65b0\u306e\u7814\u7a76\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u306e\u95a2\u9023\u6027\u3068\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001Transformer\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\uff08BERT\u306a\u3069\uff09\u306f\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u6587\u8108\u7406\u89e3\u306b\u304a\u3044\u3066\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
7. A\/B\u30c6\u30b9\u30c8\u3068\u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e\u6d3b\u7528<\/p>\n
\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n
\u7570\u306a\u308b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u624b\u6cd5\u3092A\/B\u30c6\u30b9\u30c8\u3067\u6bd4\u8f03\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u53cd\u5fdc\u3092\u57fa\u306b\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u9078\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u76f4\u63a5\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u691c\u7d22\u4f53\u9a13\u306e\u6539\u5584\u306b\u53cd\u6620\u3055\u305b\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
A\/B\u30c6\u30b9\u30c8\u306f\u5b9f\u8a3c\u7684\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u3001\u52b9\u679c\u7684\u306a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u624b\u6cd5\u306e\u9078\u5b9a\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
Google\u3084Facebook\u306a\u3069\u3001\u591a\u304f\u306e\u4f01\u696d\u304cA\/B\u30c6\u30b9\u30c8\u3092\u6d3b\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u6700\u9069\u5316\u3092\u56f3\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7dcf\u62ec<\/p>\n
\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u7dcf\u5408\u7684\u306b\u6d3b\u7528\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u3044\u3063\u305f\u5148\u9032\u7684\u306a\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u9ad8\u7cbe\u5ea6\u306a\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
**\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u3066\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u65b9\u6cd5\u306b\u306f\u3069\u3093\u306a\u3082\u306e\u304c\u3042\u308b\u304b\uff1f**
\n\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u3066\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u65b9\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u305d\u308c\u305e\u308c\u306e\u624b\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3001\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u3082\u8ff0\u3079\u307e\u3059\u3002<\/p>\n
1. \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u6d3b\u7528<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3001\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u5177\u4f53\u7684\u306b\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3001\u6587\u8108\u7406\u89e3\u3001\u610f\u5473\u89e3\u6790\u306a\u3069\u3092\u901a\u3058\u3066\u3001\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u5473\u3084\u76ee\u7684\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u306a\u3069\u306e\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u5358\u8a9e\u306e\u610f\u5473\u7406\u89e3\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 Google\u304cBERT\u3092\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5c0e\u5165\u3057\u305f\u3053\u3068\u3067\u3001\u81ea\u7136\u306a\u8a00\u8a9e\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u305f\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff08Devlin et al., 2019\uff09\u3002<\/p>\n
2. \u610f\u56f3\u5206\u985e\uff08Intent Classification\uff09<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9069\u5207\u306a\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u691c\u7d22\u610f\u56f3\u306f\u4e3b\u306b\u300c\u60c5\u5831\u53ce\u96c6\u578b\u300d\u300c\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u578b\u300d\u300c\u53d6\u5f15\u578b\u300d\u306a\u3069\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u30af\u30a8\u30ea\u3092\u3053\u308c\u3089\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u6700\u9069\u306a\u7d50\u679c\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30de\u30ba\u30ed\u30fc\u306e\u6b32\u6c42\u968e\u5c64\u8aac\u306b\u57fa\u3065\u304d\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3092\u5206\u985e\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u305f\u60c5\u5831\u63d0\u4f9b\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u7814\u7a76\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. \u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\uff08\u500b\u4eba\u5316\uff09<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u691c\u7d22\u5c65\u6b74\u3001\u30af\u30ea\u30c3\u30af\u5c65\u6b74\u3001\u95b2\u89a7\u5c65\u6b74\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3001\u8208\u5473\u30fb\u95a2\u5fc3\u306b\u5408\u3063\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u512a\u5148\u7684\u306b\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 Amazon\u3084Netflix\u306a\u3069\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u304c\u9ad8\u3044\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u9054\u6210\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306b\u304a\u3044\u3066\u3082\u540c\u69d8\u306e\u624b\u6cd5\u304c\u52b9\u679c\u7684\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n
4. \u30e9\u30f3\u30ad\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9ad8\u5ea6\u5316<\/p>\n
\u691c\u7d22\u7d50\u679c\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u6c7a\u5b9a\u3059\u308b\u969b\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u5404\u30da\u30fc\u30b8\u306e\u95a2\u9023\u6027\u3084\u54c1\u8cea\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u5b66\u7fd2\u578b\u30e9\u30f3\u30ad\u30f3\u30b0\uff08Learning to Rank\uff09\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30ea\u30c3\u30af\u30c7\u30fc\u30bf\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u57fa\u306b\u30e9\u30f3\u30ad\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 Bing\u3084Google\u306a\u3069\u306e\u4e3b\u8981\u306a\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u304c\u5b66\u7fd2\u578b\u30e9\u30f3\u30ad\u30f3\u30b0\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u3088\u308a\u691c\u7d22\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\uff08Li et al., 2007\uff09\u3002<\/p>\n
5. \u30af\u30a8\u30ea\u62e1\u5f35\uff08Query Expansion\uff09<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3059\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u30b7\u30ce\u30cb\u30e0\u3092\u81ea\u52d5\u7684\u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u7d22\u5bfe\u8c61\u3092\u5e83\u3052\u3001\u3088\u308a\u591a\u304f\u306e\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u30af\u30a8\u30ea\u306e\u610f\u5473\u7684\u306a\u95a2\u9023\u6027\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u62e1\u5f35\u8a9e\u3092\u9078\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30af\u30a8\u30ea\u62e1\u5f35\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u610f\u56f3\u3059\u308b\u60c5\u5831\u306b\u8fbf\u308a\u7740\u304d\u3084\u3059\u304f\u306a\u308b\u305f\u3081\u3001\u691c\u7d22\u6210\u529f\u7387\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u7814\u7a76\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08Yan et al., 2003\uff09\u3002<\/p>\n
6. \u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u3084\u6ede\u5728\u6642\u9593\u3001\u96e2\u8131\u7387\u306a\u3069\u3092\u5206\u6790\u3057\u3001\u691c\u7d22\u7d50\u679c\u306e\u6539\u5584\u306b\u5f79\u7acb\u3066\u307e\u3059\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u3084\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u4e88\u6e2c\u3057\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u3084\u8868\u793a\u65b9\u6cd5\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u306f\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u771f\u306e\u30cb\u30fc\u30ba\u3092\u53cd\u6620\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u306e\u5b9f\u8a3c\u7814\u7a76\u3067\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\uff08Joachims, 2002\uff09\u3002<\/p>\n
7. \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5c0e\u5165<\/p>\n
\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u6df1\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u591a\u6b21\u5143\u7684\u306a\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3057\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u7d50\u679c\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u9ad8\u3044\u6027\u80fd\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306b\u304a\u3044\u3066\u3082\u540c\u69d8\u306e\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\uff08LeCun et al., 2015\uff09\u3002<\/p>\n
8. \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\uff08Entity Recognition\uff09<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u5185\u306e\u56fa\u6709\u540d\u8a5e\u3084\u7279\u5b9a\u306e\u6982\u5ff5\u3092\u8b58\u5225\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u691c\u7d22\u7d50\u679c\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6c42\u3081\u308b\u5177\u4f53\u7684\u306a\u60c5\u5831\u306b\u8fc5\u901f\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306f\u3001\u60c5\u5831\u306e\u6b63\u78ba\u306a\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a\u306b\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u306e\u7814\u7a76\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08Nadeau & Sekine, 2007\uff09\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u7684\u78ba\u306b\u6349\u3048\u3001\u95a2\u9023\u6027\u306e\u9ad8\u3044\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u7d99\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30e2\u30c7\u30eb\u306e\u6539\u5584\u306b\u3088\u308a\u3001\u691c\u7d22\u7cbe\u5ea6\u306f\u3055\u3089\u306b\u5411\u4e0a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u306e\u9ad8\u3044\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u5b9f\u73fe\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3010\u8981\u7d04\u3011
\n\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u306b\u306f\u3001\u30af\u30a8\u30ea\u3092\u60c5\u5831\u63a2\u7d22\u3001\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u53d6\u5f15\u3001\u5546\u696d\u8abf\u67fb\u306b\u5206\u985e\u3057\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u610f\u56f3\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u3084\u6ede\u5728\u6642\u9593\u306a\u3069\u306e\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3084\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3067\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
**\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u826f\u3044\u304b\uff1f** \u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u610f\u56f3\uff08Search Intent\uff09\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u306f\u3001\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002 \u691c\u7d22\u610f\u56f3\u3092 […]<\/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-1959","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\/1959","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=1959"}],"version-history":[{"count":0,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/1959\/revisions"}],"wp:attachment":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1959"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1959"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1959"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}