{"id":50133,"date":"2024-01-18T09:43:00","date_gmt":"2024-01-18T12:43:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/peer-review-process-copy\/"},"modified":"2024-01-15T15:37:02","modified_gmt":"2024-01-15T18:37:02","slug":"automated-content-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/ja\/automated-content-analysis\/","title":{"rendered":"\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff1a\u8c4a\u5bcc\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u6d3b\u7528"},"content":{"rendered":"

\u60c5\u5831\u5316\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001Automated Content Analysis (ACA)\u306f\u3001\u81a8\u5927\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3042\u308b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001ACA\u306f\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u3001\u7814\u7a76\u8005\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u3088\u308a\u52b9\u7387\u7684\u304b\u3064\u78ba\u5b9f\u306b\u30d1\u30bf\u30fc\u30f3\u3001\u611f\u60c5\u3001\u30c6\u30fc\u30de\u3092\u767a\u898b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002ACA\u306f\u3001\u62e1\u5f35\u6027\u3001\u5ba2\u89b3\u6027\u3001\u4e00\u8cab\u6027\u306b\u3088\u3063\u3066\u7d44\u7e54\u3092\u5f37\u5316\u3057\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u6d1e\u5bdf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30ec\u30d3\u30e5\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306a\u3069\u3001\u591a\u69d8\u306a\u5f62\u5f0f\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6271\u3048\u308bACA\u306f\u3001\u5e83\u5927\u306a\u30c7\u30b8\u30bf\u30eb\u9818\u57df\u304b\u3089\u6709\u610f\u7fa9\u3067\u5b9f\u7528\u7684\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3088\u3046\u3068\u3059\u308b\u7814\u7a76\u8005\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u3001\u610f\u601d\u6c7a\u5b9a\u8005\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u306a\u8cc7\u7523\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u3068\u306f\uff1f<\/strong><\/h2>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff08Automated Content Analysis\uff1aACA\uff09\u3068\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u60c5\u5831\u3092\u5206\u6790\u30fb\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u8a08\u7b97\u624b\u6cd5\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306a\u3069\u306e\u69d8\u3005\u306a\u6280\u8853\u3092\u9069\u7528\u3057\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u7684\u306b\u5206\u985e\u3001\u5206\u985e\u3001\u62bd\u51fa\u3001\u8981\u7d04\u3059\u308b\u3002\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001ACA\u306f\u7814\u7a76\u8005\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u3088\u308a\u52b9\u7387\u7684\u304b\u3064\u52b9\u679c\u7684\u306b\u6d1e\u5bdf\u3057\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>\n\n\n\n

\u95a2\u9023\u8a18\u4e8b \u79d1\u5b66\u306b\u304a\u3051\u308b\u4eba\u5de5\u77e5\u80fd<\/strong><\/a><\/p>\n\n\n\n

ACA\u3067\u63a1\u7528\u3055\u308c\u308b\u5177\u4f53\u7684\u306a\u624b\u6cd5\u306f\u3001\u5206\u6790\u5bfe\u8c61\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7a2e\u985e\u3084\u7814\u7a76\u76ee\u7684\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u3002\u4e00\u822c\u7684\u306aACA\u306e\u624b\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<\/p>\n\n\n\n

\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u985e<\/strong> \u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u306e\u5185\u5bb9\u306b\u57fa\u3065\u3044\u3066\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u3084\u30e9\u30d9\u30eb\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3002\u4f8b\u3048\u3070\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30c8\u30d4\u30c3\u30af\u5206\u985e\u3001\u30b9\u30d1\u30e0\u691c\u51fa\u306a\u3069\u3002<\/p>\n\n\n\n

\u540d\u524d\u4ed8\u304d\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\uff1a<\/strong> \u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u5185\u306e\u540d\u524d\u3001\u5834\u6240\u3001\u7d44\u7e54\u3001\u65e5\u4ed8\u306a\u3069\u306e\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u8b58\u5225\u3068\u5206\u985e\u3002<\/p>\n\n\n\n

\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff1a<\/strong> \u4e00\u822c\u7684\u306b\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306b\u5206\u985e\u3055\u308c\u308b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3084\u611f\u60c5\u7684\u306a\u30c8\u30fc\u30f3\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u5206\u6790\u306f\u3001\u4e16\u8ad6\u3001\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3001\u307e\u305f\u306f\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\uff1a <\/strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5185\u3067\u3001\u6839\u5e95\u306b\u3042\u308b\u30c6\u30fc\u30de\u3084\u30c8\u30d4\u30c3\u30af\u3092\u767a\u898b\u3059\u308b\u3002\u6f5c\u5728\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3057\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u8b70\u8ad6\u3055\u308c\u3066\u3044\u308b\u4e3b\u306a\u4e3b\u984c\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n

\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04\uff1a <\/strong>\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u304b\u3089\u91cd\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u305f\u308a\u3001\u610f\u5473\u3092\u4fdd\u6301\u3057\u305f\u307e\u307e\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u9577\u3055\u3092\u77ed\u7e2e\u3057\u305f\u308a\u3059\u308b\u305f\u3081\u306b\u3001\u7c21\u6f54\u306a\u8981\u7d04\u3092\u751f\u6210\u3059\u308b\u3002<\/p>\n\n\n\n

\u753b\u50cf\u307e\u305f\u306f\u30d3\u30c7\u30aa\u89e3\u6790\uff1a <\/strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u3001\u753b\u50cf\u3084\u30d3\u30c7\u30aa\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u30b7\u30fc\u30f3\u3001\u8868\u60c5\u3001\u611f\u60c5\u3092\u7279\u5b9a\u3059\u308b\u306a\u3069\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u7684\u306b\u5206\u6790\u3059\u308b\u3053\u3068\u3002<\/p>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u6280\u8853\u306f\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3057\u3001\u624b\u4f5c\u696d\u3078\u306e\u4f9d\u5b58\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001ACA\u624b\u6cd5\u306f\u5b8c\u74a7\u3067\u306f\u306a\u304f\u3001\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5185\u5728\u3059\u308b\u30d0\u30a4\u30a2\u30b9\u3084\u9650\u754c\u306b\u5f71\u97ff\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3002ACA\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u691c\u8a3c\u3057\u3001\u89e3\u91c8\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4eba\u9593\u306e\u95a2\u4e0e\u3068\u5206\u91ce\u306e\u5c02\u9580\u77e5\u8b58\u304c\u3057\u3070\u3057\u3070\u5fc5\u8981\u3068\u306a\u308b\u3002<\/p>\n\n\n\n

\u3053\u3061\u3089\u3082\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\uff1a \u5b66\u8853\u7814\u7a76\u306b\u304a\u3051\u308bAI\u306e\u5f79\u5272\u3092\u63a2\u308b<\/strong><\/a><\/p>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u306e\u6b74\u53f2<\/strong><\/h3>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff08Automated Content Analysis\uff1aACA\uff09\u306e\u6b74\u53f2\u306f\u3001\u8a08\u7b97\u8a00\u8a9e\u5b66\u5206\u91ce\u306e\u521d\u671f\u306e\u767a\u5c55\u3084\u3001\u6b21\u306e\u3088\u3046\u306a\u5206\u91ce\u306e\u51fa\u73fe\u306b\u307e\u3067\u9061\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/a> (NLP)\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001ACA\u306e\u6b74\u53f2\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u306e\u6982\u8981\u3092\u7d39\u4ecb\u3059\u308b\uff1a<\/p>\n\n\n\n

1950\u5e74\u4ee3\u304b\u30891960\u5e74\u4ee3<\/strong> \u8a08\u7b97\u8a00\u8a9e\u5b66\u3068\u6a5f\u68b0\u7ffb\u8a33\u306e\u8a95\u751f\u306f\u3001ACA\u306e\u57fa\u790e\u3092\u7bc9\u3044\u305f\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3092\u6a21\u7d22\u3057\u59cb\u3081\u305f\u3002\u521d\u671f\u306e\u52aa\u529b\u306f\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u5358\u7d14\u306a\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u3002<\/p>\n\n\n\n

1970\u5e74\u4ee3\u304b\u30891980\u5e74\u4ee3 <\/strong>\u3088\u308a\u9ad8\u5ea6\u306a\u8a00\u8a9e\u7406\u8ad6\u3068\u7d71\u8a08\u7684\u624b\u6cd5\u306e\u767a\u5c55\u306b\u3088\u308a\u3001ACA\u306f\u5927\u304d\u304f\u9032\u6b69\u3057\u305f\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u5358\u8a9e\u983b\u5ea6\u5206\u6790\u3001\u30b3\u30f3\u30b3\u30fc\u30c0\u30f3\u30b9\u3001\u30b3\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u5206\u6790\u306a\u3069\u306e\u7d71\u8a08\u7684\u624b\u6cd5\u3092\u9069\u7528\u3057\u59cb\u3081\u305f\u3002<\/p>\n\n\n\n

1990s: <\/strong>\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u767b\u5834\u3001\u7279\u306b\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u53f0\u982d\u3068\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30b3\u30fc\u30d1\u30b9\u306e\u5229\u7528\u53ef\u80fd\u6027\u306f\u3001ACA\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u3002\u7814\u7a76\u8005\u306f\u6c7a\u5b9a\u6728\u306e\u3088\u3046\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3044\u59cb\u3081\u305f\u3001 \u30ca\u30a4\u30fc\u30d6\u30fb\u30d9\u30a4\u30ba<\/a>\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u611f\u60c5\u5206\u6790\u3001\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3002<\/p>\n\n\n\n

2000s:<\/strong> \u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u767a\u5c55\u3068\u30c7\u30b8\u30bf\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u666e\u53ca\u306b\u4f34\u3044\u3001\u81ea\u52d5\u5206\u6790\u6280\u8853\u306e\u9700\u8981\u304c\u9ad8\u307e\u3063\u305f\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u5206\u6790\u306e\u305f\u3081\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3059\u308b\u305f\u3081\u306b\u3001\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3084\u30a6\u30a7\u30d6\u30af\u30ed\u30fc\u30ea\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u59cb\u3081\u305f\u3002\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3082\u307e\u305f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3084\u30aa\u30d4\u30cb\u30aa\u30f3\u30fb\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u8cb4\u91cd\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u6e90\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002<\/p>\n\n\n\n

2010s: <\/strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306fACA\u3067\u811a\u5149\u3092\u6d74\u3073\u305f\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6280\u8853\u3067\u3042\u308b\u3002 \u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a> (RNN\uff09\u3068 \u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af <\/a>(CNN\uff09\u306f\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u753b\u50cf\u89e3\u6790\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u305f\u3002Word2Vec\u3001GloVe\u3001BERT\u306a\u3069\u3001\u4e8b\u524d\u306b\u8a13\u7df4\u3055\u308c\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u3063\u305f\u3053\u3068\u3067\u3001ACA\u306e\u7cbe\u5ea6\u3068\u80fd\u529b\u304c\u3055\u3089\u306b\u5411\u4e0a\u3057\u305f\u3002<\/p>\n\n\n\n

\u30d7\u30ec\u30bc\u30f3\u30c8 <\/strong>ACA\u306f\u9032\u5316\u3068\u9032\u6b69\u3092\u7d9a\u3051\u3066\u3044\u308b\u3002\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5305\u62ec\u7684\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5206\u6790\u3092\u6a21\u7d22\u3057\u3066\u3044\u308b\u3002\u30d0\u30a4\u30a2\u30b9\u306e\u691c\u51fa\u3068\u7de9\u548c\u3001\u516c\u5e73\u6027\u3001\u900f\u660e\u6027\u306a\u3069\u306e\u502b\u7406\u7684\u914d\u616e\u306f\u3001\u8cac\u4efb\u3042\u308b\u504f\u308a\u306e\u306a\u3044\u5206\u6790\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u307e\u3059\u307e\u3059\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

\u4eca\u65e5\u3001ACA\u6280\u8853\u306f\u3001\u793e\u4f1a\u79d1\u5b66\u3001\u5e02\u5834\u8abf\u67fb\u3001\u30e1\u30c7\u30a3\u30a2\u5206\u6790\u3001\u653f\u6cbb\u79d1\u5b66\u3001\u9867\u5ba2\u7d4c\u9a13\u5206\u6790\u3092\u542b\u3080\u69d8\u3005\u306a\u9818\u57df\u3067\u5e83\u304f\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u5206\u91ce\u306f\u3001\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u3001\u8a08\u7b97\u80fd\u529b\u306e\u5411\u4e0a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5229\u7528\u53ef\u80fd\u6027\u306e\u5897\u52a0\u306b\u3088\u308a\u3001\u9032\u5316\u3057\u7d9a\u3051\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8<\/strong><\/h3>\n\n\n\n

\u69d8\u3005\u306a\u9818\u57df\u3067\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff08ACA\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u4e3b\u306a\u5229\u70b9\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3088\u3046\uff1a<\/p>\n\n\n\n

\u52b9\u7387\u3068\u6642\u9593\u306e\u7bc0\u7d04\uff1a <\/strong>ACA\u306f\u3001\u624b\u4f5c\u696d\u306b\u6bd4\u3079\u3066\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u3059\u308b\u3002ACA\u306f\u3001\u5927\u91cf\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u51e6\u7406\u3057\u3001\u306f\u308b\u304b\u306b\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u6642\u9593\u3068\u52b4\u529b\u3092\u7bc0\u7d04\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u624b\u4f5c\u696d\u3067\u306f\u6570\u9031\u9593\u304b\u3089\u6570\u30f6\u6708\u304b\u304b\u308b\u4f5c\u696d\u3082\u3001ACA\u3092\u4f7f\u3048\u3070\u6570\u6642\u9593\u304b\u3089\u6570\u65e5\u3067\u5b8c\u4e86\u3059\u308b\u3053\u3068\u3082\u591a\u3044\u3002<\/p>\n\n\n\n

\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a <\/strong>ACA\u306f\u3001\u4eba\u624b\u306b\u3088\u308b\u5206\u6790\u3067\u306f\u975e\u73fe\u5b9f\u7684\u306a\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u4f55\u5343\u3082\u306e\u6587\u66f8\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30ec\u30d3\u30e5\u30fc\u3001\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u306a\u3069\u3001ACA\u306e\u6280\u8853\u306f\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u898f\u6a21\u306b\u5bfe\u5fdc\u3057\u3001\u624b\u4f5c\u696d\u3067\u306f\u56f0\u96e3\u307e\u305f\u306f\u4e0d\u53ef\u80fd\u306a\u30ec\u30d9\u30eb\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e00\u8cab\u6027\u3068\u4fe1\u983c\u6027\uff1a <\/strong>ACA\u306f\u3001\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u4eba\u9593\u306e\u504f\u898b\u3084\u4e3b\u89b3\u6027\u3092\u6e1b\u3089\u3059\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001ACA\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3088\u308a\u4e00\u8cab\u6027\u306e\u3042\u308b\u6a19\u6e96\u7684\u306a\u3082\u306e\u306b\u3059\u308b\u3002\u3053\u306e\u4e00\u8cab\u6027\u306b\u3088\u308a\u3001\u7d50\u679c\u306e\u4fe1\u983c\u6027\u304c\u9ad8\u307e\u308a\u3001\u8abf\u67fb\u7d50\u679c\u306e\u518d\u73fe\u3084\u6bd4\u8f03\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u5ba2\u89b3\u6027\u3068\u504f\u308a\u306e\u306a\u3044\u5206\u6790\uff1a<\/strong> \u81ea\u52d5\u5206\u6790\u6280\u8853\u306f\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u5206\u6790\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u4eba\u9593\u306e\u504f\u898b\u3084\u5148\u5165\u89b3\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002ACA\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5404\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5ba2\u89b3\u7684\u306b\u6271\u3044\u3001\u3088\u308a\u504f\u308a\u306e\u306a\u3044\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3057\u304b\u3057\u3001ACA\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u4f9d\u7136\u3068\u3057\u3066\u30d0\u30a4\u30a2\u30b9\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u7d50\u679c\u3092\u691c\u8a3c\u3057\u89e3\u91c8\u3059\u308b\u306b\u306f\u4eba\u9593\u306e\u76e3\u8996\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u95a2\u9023\u8a18\u4e8b \u7814\u7a76\u3067\u30d0\u30a4\u30a2\u30b9\u3092\u907f\u3051\u308b\u306b\u306f\uff1a\u79d1\u5b66\u7684\u5ba2\u89b3\u6027\u306e\u30ca\u30d3\u30b2\u30fc\u30c8<\/strong><\/a><\/p>\n\n\n\n

\u591a\u7a2e\u591a\u69d8\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6271\u3046\uff1a<\/strong> ACA\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u7814\u7a76\u8005\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u591a\u69d8\u306a\u30bd\u30fc\u30b9\u304b\u3089\u6d1e\u5bdf\u3092\u5f97\u3066\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5206\u6790\u306b\u3088\u308a\u3001\u3088\u308a\u6df1\u304f\u3001\u3088\u308a\u30cb\u30e5\u30a2\u30f3\u30b9\u306e\u3042\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n

\u96a0\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u3068\u6d1e\u5bdf\u3092\u767a\u898b\u3059\u308b\uff1a <\/strong>ACA\u6280\u8853\u306f\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u5206\u6790\u3067\u306f\u306a\u304b\u306a\u304b\u660e\u3089\u304b\u306b\u306a\u3089\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3001\u50be\u5411\u3001\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4eba\u9593\u304c\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u30c7\u30fc\u30bf\u5185\u306e\u95a2\u4fc2\u6027\u3001\u611f\u60c5\u3001\u30c6\u30fc\u30de\u3001\u305d\u306e\u4ed6\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002ACA\u306f\u3001\u96a0\u308c\u305f\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u767a\u898b\u3084\u5b9f\u7528\u7684\u306a\u767a\u898b\u306b\u3064\u306a\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n

\u8cbb\u7528\u5bfe\u52b9\u679c\uff1a <\/strong>ACA\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u5c02\u9580\u77e5\u8b58\u3078\u306e\u521d\u671f\u6295\u8cc7\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001\u9577\u671f\u7684\u306b\u306f\u6700\u7d42\u7684\u306b\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u3044\u3002\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001ACA\u306f\u5927\u898f\u6a21\u306a\u624b\u4f5c\u696d\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3057\u3001\u4eba\u7684\u30ea\u30bd\u30fc\u30b9\u306b\u95a2\u9023\u3059\u308b\u30b3\u30b9\u30c8\u3092\u7bc0\u7d04\u3059\u308b\u3002<\/p>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u306e\u7a2e\u985e<\/strong><\/h2>\n\n\n\n

\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff08Automated Content Analysis\uff1aACA\uff09\u3068\u306f\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u3001\u3042\u308b\u3044\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u308b\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3084\u624b\u6cd5\u3092\u6307\u3059\u3002ACA\u306b\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u6d1e\u5bdf\u3001\u30d1\u30bf\u30fc\u30f3\u3001\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u304c\u542b\u307e\u308c\u308b\u3002\u4ee5\u4e0b\u306f\u3001\u4e00\u822c\u7684\u306aACA\u306e\u7a2e\u985e\u3067\u3042\u308b\uff1a<\/p>\n\n\n\n

\u30c6\u30ad\u30b9\u30c8\u5206\u985e<\/strong><\/h3>\n\n\n\n

\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3068\u3082\u547c\u3070\u308c\u3001\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\u306e\u5185\u5bb9\u306b\u57fa\u3065\u3044\u3066\u3001\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u30fc\u3084\u30e9\u30d9\u30eb\u3092\u81ea\u52d5\u7684\u306b\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\uff08ACA\uff09\u306b\u304a\u3051\u308b\u57fa\u672c\u7684\u306a\u30bf\u30b9\u30af\u3067\u3042\u308b\u3002\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5358\u8a9e\u983b\u5ea6\u3084\u7528\u8a9e\u306e\u5b58\u5728\u3001\u3042\u308b\u3044\u306f\u30c8\u30d4\u30c3\u30af\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u624b\u6cd5\u306a\u3069\u3001\u69d8\u3005\u306a\u7279\u5fb4\u3084\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3063\u3066\u6587\u66f8\u3092\u5206\u985e\u3059\u308b\u3002<\/p>\n\n\n\n

\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/strong><\/h3>\n\n\n\n

\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u306f\u3001\u30aa\u30d4\u30cb\u30aa\u30f3\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u3082\u547c\u3070\u308c\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u8868\u73fe\u3055\u308c\u305f\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3084\u611f\u60c5\u7684\u306a\u30c8\u30fc\u30f3\u3092\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002\u30c6\u30ad\u30b9\u30c8\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306b\u81ea\u52d5\u7684\u306b\u5206\u985e\u3057\u305f\u308a\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u7279\u5b9a\u306e\u611f\u60c5\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3082\u542b\u307e\u308c\u308b\u3002\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u6280\u8853\u306f\u3001\u8a9e\u5f59\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u307e\u305f\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30ec\u30d3\u30e5\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30c6\u30ad\u30b9\u30c8\u30bd\u30fc\u30b9\u3067\u4f1d\u9054\u3055\u308c\u308b\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/strong><\/h3>\n\n\n\n

NLP\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u7814\u7a76\u5206\u91ce\u3067\u3042\u308b\u3002ACA\u3067\u4f7f\u7528\u3055\u308c\u308b\u69d8\u3005\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u542b\u307e\u308c\u308b\u3002NLP\u6280\u8853\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3001\u89e3\u91c8\u3001\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002ACA\u306b\u304a\u3051\u308b\u4e00\u822c\u7684\u306aNLP\u30bf\u30b9\u30af\u306b\u306f\u3001\u30c8\u30fc\u30af\u30f3\u5316\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3001\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3001\u69cb\u6587\u89e3\u6790\u3001\u610f\u5473\u89e3\u6790\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u6b63\u898f\u5316\u306a\u3069\u304c\u3042\u308b\u3002NLP \u306f\u3001ACA \u306e\u591a\u304f\u306e\u81ea\u52d5\u5206\u6790\u624b\u6cd5\u306e\u57fa\u790e\u3092\u5f62\u6210\u3057\u3066\u3044\u307e\u3059\u3002NPL\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\"\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u529b<\/a>“.<\/p>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong><\/h3>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u3001\u660e\u793a\u7684\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3055\u308c\u308b\u3053\u3068\u306a\u304f\u30c7\u30fc\u30bf\u304b\u3089\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u3001ACA\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002ACA\u3067\u306f\u3001\u6c7a\u5b9a\u6728\u3001\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u306a\u3069\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u542b\u3080\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u307e\u305f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30c8\u30d4\u30c3\u30af\u30fb\u30e2\u30c7\u30eb\u3001\u6b21\u5143\u524a\u6e1b\u6280\u8853\u306a\u3069\u306e\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u3001\u30d1\u30bf\u30fc\u30f3\u306e\u767a\u898b\u3084\u985e\u4f3c\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3084\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u753b\u50cf\u5206\u6790\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\" \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7a2e\u985e\u3068\u5fdc\u7528\u306e\u624b\u5f15\u304d<\/a>“.<\/p>\n\n\n\n

\u30a4\u30f3\u30d1\u30af\u30c8\u304c\u5f37\u304f\u3001\u4ed5\u4e8b\u306e\u53ef\u8996\u6027\u304c\u9ad8\u307e\u308b<\/strong><\/h2>\n\n\n\n

Mind the Graph<\/a> \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u79d1\u5b66\u8005\u306b\u7814\u7a76\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3068\u53ef\u8996\u6027\u3092\u9ad8\u3081\u308b\u5f37\u529b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Mind the Graph\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u79d1\u5b66\u8005\u306f\u8996\u899a\u7684\u306b\u9b45\u529b\u7684\u3067\u9b45\u529b\u7684\u306a\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30a2\u30d6\u30b9\u30c8\u30e9\u30af\u30c8\u3001\u79d1\u5b66\u30a4\u30e9\u30b9\u30c8\u3001\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8996\u899a\u7684\u306b\u9b45\u529b\u7684\u306a\u30d3\u30b8\u30e5\u30a2\u30eb\u306f\u3001\u8074\u8846\u3092\u9b45\u4e86\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u96d1\u306a\u79d1\u5b66\u7684\u6982\u5ff5\u3084\u77e5\u898b\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u3067\u7f8e\u3057\u3044\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3067\u304d\u308b\u3053\u3068\u3067\u3001\u79d1\u5b66\u8005\u306f\u7814\u7a76\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u5927\u5e45\u306b\u9ad8\u3081\u3001\u3088\u308a\u591a\u304f\u306e\u8074\u8846\u304c\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u9b45\u529b\u7684\u306a\u3082\u306e\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7121\u6599\u767b\u9332<\/p>\n\n\n\n

<\/div>\n\n\n
\n
\"\u304b\u304c\u304f\u3048\u3044\u305e\u3046\"<\/a><\/figure><\/div>\n\n\n
<\/div>\n\n\n\n
\n
Mind the Graph\u3067\u5275\u4f5c\u3092\u59cb\u3081\u3088\u3046<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>","protected":false},"excerpt":{"rendered":"

AI\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u81ea\u52d5\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u6790\u306e\u53ef\u80fd\u6027\u3092\u767a\u898b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"author":35,"featured_media":50136,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"\nAutomated Content Analysis: Exploiting The Riches Of Textual Data<\/title>\n<meta name=\"description\" content=\"Discover the potential of automated content analysis, leveraging AI technology to unlock valuable insights from extensive datasets.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/ja\/automated-content-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Content Analysis: Exploiting The Riches Of Textual Data\" \/>\n<meta property=\"og:description\" content=\"Discover the potential of automated content analysis, leveraging AI technology to unlock valuable insights from extensive datasets.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/ja\/automated-content-analysis\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-18T12:43:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-15T18:37:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/01\/automated-content-analysis-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1124\" \/>\n\t<meta property=\"og:image:height\" 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