**\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\uff1f**
\n\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u3053\u3068\u306f\u3001\u73fe\u4ee3\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u4e3b\u8981\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u8ff0\u3057\u307e\u3059\u3002<\/p>\n
1. \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09<\/p>\n
\u6982\u8981<\/p>\n
SVM\u306f\u3001\u5206\u985e\u554f\u984c\u306b\u5e83\u304f\u7528\u3044\u3089\u308c\u308b\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n
\u9ad8\u6b21\u5143\u7a7a\u9593\u3067\u30c7\u30fc\u30bf\u3092\u5206\u96e2\u3059\u308b\u305f\u3081\u306e\u6700\u9069\u306a\u8d85\u5e73\u9762\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u306e\u610f\u56f3\u8b58\u5225\u3067\u306f\u3001\u30af\u30a8\u30ea\u3092\u7570\u306a\u308b\u30ab\u30c6\u30b4\u30ea\uff08\u4f8b\u3000\u60c5\u5831\u63a2\u7d22\u3001\u53d6\u5f15\u76ee\u7684\u3001\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u306a\u3069\uff09\u306b\u5206\u985e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
SVM\u306f\u9ad8\u6b21\u5143\u306e\u7279\u5fb4\u7a7a\u9593\u3067\u52b9\u679c\u7684\u306b\u52d5\u4f5c\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u3088\u3046\u306a\u758e\u306a\u30c7\u30fc\u30bf\u3067\u3082\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30ab\u30fc\u30cd\u30eb\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u975e\u7dda\u5f62\u306a\u5883\u754c\u3082\u5b66\u7fd2\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u591a\u304f\u306e\u7814\u7a76\u3067\u3001SVM\u306f\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u610f\u56f3\u8b58\u5225\u306b\u3082\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000Joachims, 1998\uff09\u3002<\/p>\n
2. \u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u5206\u985e\u5668<\/p>\n
\u6982\u8981<\/p>\n
\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u3001\u30d9\u30a4\u30ba\u306e\u5b9a\u7406\u306b\u57fa\u3065\u304f\u78ba\u7387\u7684\u5206\u985e\u624b\u6cd5\u3067\u3001\u7279\u5fb4\u91cf\u9593\u306e\u72ec\u7acb\u6027\u3092\u4eee\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u30b7\u30f3\u30d7\u30eb\u3067\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u3001\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3082\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u610f\u56f3\u8b58\u5225\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u306e\u5206\u985e\u6027\u80fd\u304c\u9ad8\u3044\u3053\u3068\u304c\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u591a\u304f\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bf\u30b9\u30af\u3067\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u52b9\u7387\u6027\u3068\u5b9f\u7528\u6027\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000McCallum & Nigam, 1998\uff09\u3002<\/p>\n
3. \u6c7a\u5b9a\u6728\u304a\u3088\u3073\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\uff08\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff09<\/p>\n
\u6982\u8981<\/p>\n
\u6c7a\u5b9a\u6728\u306f\u3001\u30c7\u30fc\u30bf\u3092\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u5206\u5272\u3057\u3001\u4e88\u6e2c\u3092\u884c\u3046\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n
\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3084\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u8907\u6570\u306e\u6c7a\u5b9a\u6728\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u975e\u7dda\u5f62\u306a\u30c7\u30fc\u30bf\u95a2\u4fc2\u3092\u6349\u3048\u308b\u80fd\u529b\u304c\u9ad8\u304f\u3001\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u610f\u56f3\u8b58\u5225\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u30d5\u30ec\u30fc\u30ba\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306f\u3001\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u306b\u6bd4\u3079\u3066\u9ad8\u3044\u7cbe\u5ea6\u3068\u6c4e\u5316\u6027\u80fd\u3092\u793a\u3059\u3053\u3068\u304c\u591a\u304f\u3001\u610f\u56f3\u8b58\u5225\u30bf\u30b9\u30af\u3067\u3082\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000Breiman, 2001\uff09\u3002<\/p>\n
4. \u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\uff08\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001CNN\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\uff09<\/p>\n
4.1 \u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u304a\u3088\u3073Long Short-Term Memory\uff08LSTM\uff09<\/p>\n
\u6982\u8981<\/p>\n
RNN\u306f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3084\u30b7\u30fc\u30b1\u30f3\u30b9\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3001LSTM\u306f\u305d\u306e\u62e1\u5f35\u7248\u3067\u9577\u671f\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u306f\u6587\u8108\u3084\u9806\u5e8f\u304c\u91cd\u8981\u306a\u60c5\u5831\u3092\u542b\u3080\u305f\u3081\u3001RNN\u3084LSTM\u306f\u3053\u308c\u3089\u306e\u7279\u5fb4\u3092\u6349\u3048\u3066\u610f\u56f3\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u591a\u304f\u306eNLP\u30bf\u30b9\u30af\u3067RNN\u3084LSTM\u304c\u6210\u529f\u3092\u53ce\u3081\u3066\u304a\u308a\u3001\u610f\u56f3\u8b58\u5225\u306b\u304a\u3044\u3066\u3082\u6709\u671b\u306a\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000Hochreiter & Schmidhuber, 1997\uff09\u3002<\/p>\n
4.2 \u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09<\/p>\n
\u6982\u8981<\/p>\n
CNN\u306f\u4e3b\u306b\u753b\u50cf\u8a8d\u8b58\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5c40\u6240\u7684\u306a\u7279\u5fb4\u3092\u6349\u3048\u308b\u305f\u3081\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
CNN\u306fn-gram\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u52b9\u679c\u7684\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u7279\u5b9a\u306e\u30d5\u30ec\u30fc\u30ba\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u7d44\u307f\u5408\u308f\u305b\u304b\u3089\u610f\u56f3\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
Kim\uff082014\uff09\u306e\u7814\u7a76\u306a\u3069\u3067\u3001CNN\u304c\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u6027\u80fd\u3092\u793a\u3059\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
4.3 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\uff08BERT\u3001RoBERTa\u3001GPT\uff09<\/p>\n
\u6982\u8981<\/p>\n
\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\u306b\u57fa\u3065\u304f\u30e2\u30c7\u30eb\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\uff08\u4f8b\u3000BERT\uff09\u306f\u3001\u69d8\u3005\u306aNLP\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6df1\u304f\u7406\u89e3\u3057\u3001\u6587\u8108\u4f9d\u5b58\u306e\u610f\u56f3\u8b58\u5225\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u7279\u306bBERT\u306f\u53cc\u65b9\u5411\u306e\u6587\u8108\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u9ad8\u7cbe\u5ea6\u306a\u610f\u56f3\u8b58\u5225\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
Devlin\u3089\uff082019\uff09\u306eBERT\u306e\u7814\u7a76\u3067\u306f\u3001\u591a\u304f\u306eNLP\u30bf\u30b9\u30af\u3067\u6700\u5148\u7aef\u306e\u6027\u80fd\u3092\u9054\u6210\u3057\u3066\u304a\u308a\u3001\u610f\u56f3\u8b58\u5225\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30e2\u30c7\u30eb<\/p>\n
\u6982\u8981<\/p>\n
\u8907\u6570\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u7279\u5fb4\u62bd\u51fa\u306b\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u3001\u5206\u985e\u306b\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u3092\u9069\u7528\u3059\u308b\u65b9\u6cd5\u306a\u3069\u3067\u3059\u3002<\/p>\n
\u9069\u7528\u7406\u7531<\/p>\n
\u7570\u306a\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5f37\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u3067\u306f\u6349\u3048\u304d\u308c\u306a\u3044\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u8b58\u5225\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u5b9f\u52d9\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30e2\u30c7\u30eb\u304c\u3088\u308a\u5b89\u5b9a\u3057\u305f\u6027\u80fd\u3092\u793a\u3059\u3053\u3068\u304c\u591a\u304f\u3001\u610f\u56f3\u8b58\u5225\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\uff08\u4f8b\u3000Liu et al., 2020\uff09\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u306f\u3001SVM\u3084\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u3068\u3044\u3063\u305f\u4f1d\u7d71\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u3001\u6df1\u5c64\u5b66\u7fd2\u3092\u57fa\u76e4\u3068\u3059\u308bRNN\u3001CNN\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u307e\u3067\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u624b\u6cd5\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u8fd1\u5e74\u3067\u306f\u3001\u7279\u306b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u304c\u9ad8\u7cbe\u5ea6\u306a\u610f\u56f3\u8b58\u5225\u306b\u304a\u3044\u3066\u4e3b\u6d41\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u5b9f\u52d9\u3067\u3082\u7a4d\u6975\u7684\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u629e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u8981\u4ef6\u306b\u4f9d\u5b58\u3057\u307e\u3059\u304c\u3001\u8907\u6570\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3068\u6c4e\u5316\u6027\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
**\u691c\u7d22\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u5206\u6790\u3059\u308b\u969b\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306f\u3069\u306e\u3088\u3046\u306b\u884c\u308f\u308c\u308b\u306e\u304b\uff1f**
\n\u691c\u7d22\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306f\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u306b\u76f4\u7d50\u3059\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u4e3b\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u305d\u306e\u7406\u7531\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30af\u30ea\u30fc\u30cb\u30f3\u30b0<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u306f\u591a\u69d8\u306a\u5f62\u5f0f\u3067\u5b58\u5728\u3057\u3001\u30ce\u30a4\u30ba\u3092\u542b\u3080\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u307e\u305a\u306f\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
– \u30ce\u30a4\u30ba\u9664\u53bb \u7279\u6b8a\u6587\u5b57\u3001HTML\u30bf\u30b0\u3001\u4e0d\u8981\u306a\u7a7a\u767d\u306a\u3069\u306e\u9664\u53bb\u3002<\/p>\n
– \u6b63\u898f\u5316 \u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u306e\u7d71\u4e00\u3001\u5168\u89d2\u30fb\u534a\u89d2\u306e\u7d71\u4e00\u306a\u3069\u3002<\/p>\n
\u6839\u62e0 \u30ce\u30a4\u30ba\u304c\u591a\u3044\u30c7\u30fc\u30bf\u306f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3092\u59a8\u3052\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u539f\u56e0\u3068\u306a\u308b\uff08Manning et al., 2008\uff09\u3002<\/p>\n
2. \u30c8\u30fc\u30af\u30f3\u5316<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u306a\u3069\u306e\u5358\u4f4d\u306b\u5206\u5272\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
– \u5358\u8a9e\u30d9\u30fc\u30b9\u306e\u30c8\u30fc\u30af\u30f3\u5316 \u5358\u7d14\u306b\u30b9\u30da\u30fc\u30b9\u3067\u5206\u5272\u3002<\/p>\n
– \u5f62\u614b\u7d20\u89e3\u6790 \u65e5\u672c\u8a9e\u306e\u5834\u5408\u3001\u5f62\u614b\u7d20\u89e3\u6790\u5668\uff08\u4f8b\u3048\u3070MeCab\uff09\u3092\u7528\u3044\u3066\u5358\u8a9e\u306b\u5206\u5272\u3057\u3001\u54c1\u8a5e\u60c5\u5831\u3092\u53d6\u5f97\u3002<\/p>\n
\u6839\u62e0 \u8a00\u8a9e\u7279\u6709\u306e\u30c8\u30fc\u30af\u30f3\u5316\u304c\u5fc5\u8981\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u6b63\u78ba\u306a\u5358\u8a9e\u5206\u5272\u306f\u5f8c\u7d9a\u306e\u51e6\u7406\u306e\u57fa\u76e4\u3068\u306a\u308b\uff08Nakamura et al., 2009\uff09\u3002<\/p>\n
3. \u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\u306e\u9664\u53bb<\/p>\n
\u300c\u306e\u300d\u300c\u306b\u300d\u300c\u306f\u300d\u306a\u3069\u3001\u691c\u7d22\u610f\u56f3\u306b\u76f4\u63a5\u5bc4\u4e0e\u3057\u306a\u3044\u983b\u51fa\u5358\u8a9e\u3092\u9664\u53bb\u3057\u307e\u3059\u3002<\/p>\n
– \u7406\u7531 \u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\u306f\u60c5\u5831\u91cf\u304c\u5c11\u306a\u304f\u3001\u30ce\u30a4\u30ba\u3068\u3057\u3066\u6271\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3002<\/p>\n
\u6839\u62e0 \u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\u306e\u9664\u53bb\u306b\u3088\u308a\u3001\u8a08\u7b97\u52b9\u7387\u304c\u5411\u4e0a\u3057\u3001\u91cd\u8981\u306a\u7279\u5fb4\u306e\u62bd\u51fa\u304c\u5bb9\u6613\u306b\u306a\u308b\uff08Bird et al., 2009\uff09\u3002<\/p>\n
4. \u30b9\u30c6\u30df\u30f3\u30b0\u304a\u3088\u3073\u30ec\u30f3\u30de\u30bf\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/p>\n
\u5358\u8a9e\u306e\u57fa\u672c\u5f62\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u8a9e\u5f62\u306e\u9055\u3044\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3092\u6e1b\u5c11\u3055\u305b\u307e\u3059\u3002<\/p>\n
– \u30b9\u30c6\u30df\u30f3\u30b0 \u5358\u7d14\u306a\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u304d\u8a9e\u5e79\u3092\u62bd\u51fa\u3002<\/p>\n
– \u30ec\u30f3\u30de\u30bf\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3 \u6587\u8108\u306b\u57fa\u3065\u304d\u6b63\u3057\u3044\u57fa\u672c\u5f62\u3092\u62bd\u51fa\u3002<\/p>\n
\u6839\u62e0 \u5358\u8a9e\u306e\u5909\u5316\u5f62\u3092\u7d71\u4e00\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u304c\u3088\u308a\u4e00\u822c\u5316\u3057\u3084\u3059\u304f\u306a\u308b\uff08Porter, 1980\uff09\u3002<\/p>\n
5. \u7279\u5fb4\u91cf\u306e\u62bd\u51fa\u3068\u8868\u73fe<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6570\u5024\u7684\u306a\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n
– Bag of Words (BoW) \u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3002<\/p>\n
– TF-IDF \u5358\u8a9e\u306e\u91cd\u8981\u5ea6\u3092\u8003\u616e\u3057\u305f\u30d9\u30af\u30c8\u30eb\u5316\u3002<\/p>\n
– Word Embeddings Word2Vec\u3084GloVe\u306a\u3069\u3092\u7528\u3044\u3066\u5358\u8a9e\u3092\u4f4e\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3002<\/p>\n
– \u6587\u8108\u57cb\u3081\u8fbc\u307f BERT\u3084GPT\u306a\u3069\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u6587\u8108\u60c5\u5831\u3092\u542b\u3080\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3002<\/p>\n
\u6839\u62e0 \u52b9\u679c\u7684\u306a\u7279\u5fb4\u91cf\u8868\u73fe\u306f\u3001\u30e2\u30c7\u30eb\u304c\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6349\u3048\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\uff08Mikolov et al., 2013; Devlin et al., 2018\uff09\u3002<\/p>\n
6. \u30c7\u30fc\u30bf\u306e\u6b63\u898f\u5316\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/p>\n
\u6570\u5024\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3092\u7d71\u4e00\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3092\u5b89\u5b9a\u5316\u3055\u305b\u307e\u3059\u3002<\/p>\n
– \u6a19\u6e96\u5316 \u5e73\u57470\u3001\u5206\u65631\u306b\u5909\u63db\u3002<\/p>\n
– \u6b63\u898f\u5316 \u30c7\u30fc\u30bf\u3092\u4e00\u5b9a\u306e\u7bc4\u56f2\uff08\u4f8b [0,1]\uff09\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3002<\/p>\n
\u6839\u62e0 \u7279\u5fb4\u91cf\u9593\u306e\u30b9\u30b1\u30fc\u30eb\u5dee\u3092\u306a\u304f\u3059\u3053\u3068\u3067\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u306a\u3069\u306e\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u53ce\u675f\u3092\u901f\u3081\u308b\uff08Ioffe & Szegedy, 2015\uff09\u3002<\/p>\n
7. \u6b21\u5143\u524a\u6e1b<\/p>\n
\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u3092\u524a\u6e1b\u3057\u3066\u3001\u8a08\u7b97\u52b9\u7387\u3068\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n
– \u4e3b\u6210\u5206\u5206\u6790 (PCA) \u30c7\u30fc\u30bf\u306e\u5206\u6563\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u5411\u306b\u6b21\u5143\u3092\u524a\u6e1b\u3002<\/p>\n
– t-SNE\u3084UMAP \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u9069\u3057\u305f\u6b21\u5143\u524a\u6e1b\u624b\u6cd5\u3002<\/p>\n
\u6839\u62e0 \u6b21\u5143\u306e\u546a\u3044\u3092\u907f\u3051\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3064\u3064\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u7279\u5fb4\u3092\u4fdd\u6301\u3059\u308b\uff08Bengio, 2009\uff09\u3002<\/p>\n
8. \u30c7\u30fc\u30bf\u306e\u5206\u5272<\/p>\n
\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3001\u691c\u8a3c\u3001\u30c6\u30b9\u30c8\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u9069\u5207\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n
– \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8 \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u4f7f\u7528\u3002<\/p>\n
– \u691c\u8a3c\u30bb\u30c3\u30c8 \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3084\u30e2\u30c7\u30eb\u9078\u629e\u306b\u4f7f\u7528\u3002<\/p>\n
– \u30c6\u30b9\u30c8\u30bb\u30c3\u30c8 \u6700\u7d42\u7684\u306a\u30e2\u30c7\u30eb\u8a55\u4fa1\u306b\u4f7f\u7528\u3002<\/p>\n
\u6839\u62e0 \u9069\u5207\u306a\u30c7\u30fc\u30bf\u5206\u5272\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u6027\u80fd\u3092\u6b63\u78ba\u306b\u8a55\u4fa1\u3067\u304d\u308b\uff08Goodfellow et al., 2016\uff09\u3002<\/p>\n
\u307e\u3068\u3081<\/p>\n
\u691c\u7d22\u30af\u30a8\u30ea\u306e\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u5206\u6790\u3059\u308b\u969b\u306e\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306f\u3001\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u304c\u3001\u30ce\u30a4\u30ba\u306e\u9664\u53bb\u3001\u6b63\u78ba\u306a\u30c8\u30fc\u30af\u30f3\u5316\u3001\u4e0d\u8981\u306a\u5358\u8a9e\u306e\u9664\u53bb\u3001\u57fa\u672c\u5f62\u3078\u306e\u7d71\u4e00\u3001\u52b9\u679c\u7684\u306a\u7279\u5fb4\u91cf\u62bd\u51fa\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u5316\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u6b21\u5143\u524a\u6e1b\u3001\u305d\u3057\u3066\u9069\u5207\u306a\u30c7\u30fc\u30bf\u5206\u5272\u304c\u4e3b\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u524d\u51e6\u7406\u3092\u4e01\u5be7\u306b\u884c\u3046\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u691c\u7d22\u30af\u30a8\u30ea\u306b\u6f5c\u3080\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u3088\u308a\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3001\u9069\u5207\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u53c2\u8003\u6587\u732e
\n– Bird, S., Klein, E., & Loper, E. (2009). Natural Language Processing with Python. O’Reilly Media.
\n– Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2018). BERT Pre-training of Deep Bidirectional Transformers for Language Understanding.
\n– Ioffe, S., & Szegedy, C. (2015). Batch Normalization Accelerating Deep Network Training by Reducing Internal Covariate Shift.
\n– Manning, C. D., Raghavan, P., & Sch\u00fctze, H. (2008). Introduction to Information Retrieval. Cambridge University Press.
\n– Mikolov, T., Sutskever, I., Chen, K., Corrado, G. S., & Dean, J. (2013). Distributed Representations of Words and Phrases and their Compositionality. Advances in Neural Information Processing Systems.
\n– Nakamura, Y., et al. (2009). \u5f62\u614b\u7d20\u89e3\u6790\u306e\u6280\u8853\u3068\u5fdc\u7528. \u60c5\u5831\u51e6\u7406\u5b66\u4f1a\u8ad6\u6587\u8a8c.
\n– Porter, M. F. (1980). An algorithm for suffix stripping. Program, 14(3), 130-137.<\/p>\n
**\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u7528\u3044\u305f\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u8b58\u5225\u306e\u73fe\u5834\u3067\u76f4\u9762\u3059\u308b\u4e3b\u306a\u8ab2\u984c\u3068\u306f\u4f55\u304b\uff1f**
\n\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u7528\u3044\u305f\u691c\u7d22\u30af\u30a8\u30ea\u306e\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u8b58\u5225\u306b\u306f\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u8ab2\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u306a\u8ab2\u984c\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u8ff0\u3057\u307e\u3059\u3002<\/p>\n
1. \u8a00\u8a9e\u306e\u66d6\u6627\u6027\u3068\u591a\u7fa9\u6027<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u81ea\u7136\u8a00\u8a9e\u306f\u66d6\u6627\u3067\u3001\u591a\u7fa9\u7684\u306a\u8868\u73fe\u304c\u591a\u304f\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300cApple\u300d\u3068\u3044\u3046\u30af\u30a8\u30ea\u306f\u4f01\u696d\u540d\u3092\u6307\u3059\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u679c\u7269\u3092\u6307\u3059\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u306e\u610f\u5473\u304c\u6587\u8108\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u6b63\u78ba\u306b\u610f\u56f3\u3092\u8b58\u5225\u3059\u308b\u306b\u306f\u3001\u8c4a\u5bcc\u306a\u6587\u8108\u60c5\u5831\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u3057\u304b\u3057\u3001\u77ed\u3044\u691c\u7d22\u30af\u30a8\u30ea\u3067\u306f\u6587\u8108\u304c\u9650\u3089\u308c\u3066\u304a\u308a\u3001\u8aa4\u89e3\u3092\u62db\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
2. \u30c7\u30fc\u30bf\u306e\u30b9\u30d1\u30fc\u30b9\u6027<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u5229\u7528\u53ef\u80fd\u306a\u30af\u30a8\u30ea\u30c7\u30fc\u30bf\u306f\u81a8\u5927\u3067\u3059\u304c\u3001\u591a\u304f\u306e\u30af\u30a8\u30ea\u306f\u4e00\u5ea6\u3057\u304b\u767a\u751f\u3057\u306a\u3044\u300c\u9577\u5c3e\u300d\u73fe\u8c61\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u305f\u3081\u3001\u7279\u5b9a\u306e\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u5341\u5206\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u304c\u3061\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u30b9\u30d1\u30fc\u30b9\u306a\u30c7\u30fc\u30bf\u3067\u306f\u30e2\u30c7\u30eb\u304c\u6c4e\u7528\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u306b\u304f\u304f\u3001\u307e\u308c\u306a\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u4e88\u6e2c\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u65b0\u3057\u3044\u30c8\u30ec\u30f3\u30c9\u3084\u7528\u8a9e\u306b\u3082\u8fc5\u901f\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
3. \u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u610f\u56f3\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u540c\u4e00\u306e\u30af\u30a8\u30ea\u3067\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u3063\u3066\u610f\u56f3\u304c\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300cJava \u5b66\u7fd2\u300d\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3057\u3066\u306eJava\u3092\u5b66\u3076\u610f\u56f3\u3082\u3042\u308c\u3070\u3001\u30a4\u30f3\u30c9\u30cd\u30b7\u30a2\u306e\u5cf6\u3092\u5b66\u3076\u610f\u56f3\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30e6\u30fc\u30b6\u30fc\u306e\u80cc\u666f\u3001\u5c65\u6b74\u3001\u6587\u8108\u306b\u4f9d\u5b58\u3059\u308b\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6349\u3048\u308b\u305f\u3081\u306b\u306f\u3001\u500b\u5225\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u3053\u308c\u306b\u306f\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u3084\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
4. \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3\u4e0d\u8db3<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u30af\u30a8\u30ea\u5358\u4f53\u3067\u306f\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u5c65\u6b74\u3084\u73fe\u5728\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u6d41\u308c\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u9069\u5207\u306b\u7406\u89e3\u3067\u304d\u306a\u3044\u3068\u3001\u610f\u56f3\u306e\u8aa4\u8a8d\u8b58\u304c\u751f\u3058\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u73fe\u4ee3\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u30d9\u30fc\u30b9\u3067\u306e\u610f\u56f3\u7406\u89e3\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u9577\u671f\u7684\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4fdd\u6301\u30fb\u6d3b\u7528\u3059\u308b\u6280\u8853\u306f\u4f9d\u7136\u3068\u3057\u3066\u767a\u5c55\u9014\u4e0a\u3067\u3059\u3002<\/p>\n
5. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306e\u96e3\u6613\u5ea6<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u691c\u7d22\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u8fc5\u901f\u306b\u610f\u56f3\u3092\u8b58\u5225\u3057\u3001\u9069\u5207\u306a\u7d50\u679c\u3092\u8fd4\u3059\u305f\u3081\u306b\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9ad8\u7cbe\u5ea6\u306a\u30e2\u30c7\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u3057\u304b\u3057\u3001\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u8a08\u7b97\u8cc7\u6e90\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u305f\u3081\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u5fdc\u7b54\u901f\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3053\u3068\u304c\u6280\u8853\u7684\u306b\u96e3\u3057\u3044\u3067\u3059\u3002<\/p>\n
6. \u30cb\u30e5\u30a2\u30f3\u30b9\u3084\u611f\u60c5\u306e\u6349\u3048\u65b9<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u30af\u30a8\u30ea\u306b\u306f\u3057\u3070\u3057\u3070\u611f\u60c5\u3084\u30cb\u30e5\u30a2\u30f3\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u300c\u6700\u60aa\u306e\u30ec\u30b9\u30c8\u30e9\u30f3\u300d\u306f\u5358\u306a\u308b\u691c\u7d22\u3067\u306f\u306a\u304f\u3001\u611f\u60c5\u7684\u306a\u8a55\u4fa1\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u5fae\u5999\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u611f\u60c5\u5206\u6790\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3082\u6311\u6226\u7684\u306a\u30bf\u30b9\u30af\u3067\u3042\u308a\u3001\u30af\u30a8\u30ea\u306e\u77ed\u3055\u3084\u975e\u5b9a\u578b\u7684\u306a\u8868\u73fe\u304c\u7cbe\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n
7. \u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u3068\u30e2\u30c7\u30eb\u306e\u66f4\u65b0<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u8a00\u8a9e\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u5b66\u7fd2\u30fb\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u308c\u306b\u306f\u9ad8\u3044\u904b\u7528\u30b3\u30b9\u30c8\u304c\u4f34\u3044\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u9769\u65b0\u7684\u306a\u30c8\u30d4\u30c3\u30af\u3084\u65b0\u3057\u3044\u7528\u8a9e\u306e\u51fa\u73fe\u306b\u8fc5\u901f\u306b\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u3068\u3001\u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u304c\u4f4e\u4e0b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306b\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3059\u3002<\/p>\n
8. \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/p>\n
\u8ab2\u984c\u5185\u5bb9 \u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3084\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u969b\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u5229\u7528\u306b\u304a\u3044\u3066\u6cd5\u7684\u898f\u5236\u3084\u502b\u7406\u7684\u554f\u984c\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 GDPR\u306a\u3069\u306e\u30c7\u30fc\u30bf\u4fdd\u8b77\u6cd5\u898f\u5236\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u306e\u6271\u3044\u306b\u306f\u53b3\u683c\u306a\u57fa\u6e96\u304c\u8a2d\u3051\u3089\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u9075\u5b88\u3057\u3064\u3064\u610f\u56f3\u8b58\u5225\u7cbe\u5ea6\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u306f\u6280\u8853\u7684\u306b\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u307e\u3068\u3081<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u8b58\u5225\u306f\u3001\u591a\u69d8\u306a\u8a00\u8a9e\u7684\u30fb\u6280\u8853\u7684\u8ab2\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u958b\u767a\u3001\u8c4a\u5bcc\u304b\u3064\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u80fd\u529b\u306e\u5411\u4e0a\u3001\u305d\u3057\u3066\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u3092\u8003\u616e\u3057\u305f\u30c7\u30fc\u30bf\u904b\u7528\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u3088\u308a\u6b63\u78ba\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
**\u6700\u65b0\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306e\u8b58\u5225\u7cbe\u5ea6\u3092\u3069\u306e\u3088\u3046\u306b\u5411\u4e0a\u3055\u305b\u3066\u3044\u308b\u306e\u304b\uff1f**
\n\u6700\u65b0\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306e\u8b58\u5225\u7cbe\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u6280\u8853\u9769\u65b0\u3068\u624b\u6cd5\u304c\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
1. \u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6d3b\u7528<\/p>\n
\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3067\u306f\u3001\u7279\u5fb4\u91cf\u306e\u62bd\u51fa\u3084\u9078\u629e\u306b\u591a\u304f\u306e\u4eba\u9593\u306e\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3057\u305f\u3002<\/p>\n
\u3057\u304b\u3057\u3001\u6df1\u5c64\u5b66\u7fd2\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DNN\uff09\u306f\u3001\u751f\u30c7\u30fc\u30bf\u304b\u3089\u81ea\u52d5\u7684\u306b\u7279\u5fb4\u3092\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u304b\u3089\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u9023\u6027\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u610f\u56f3\u306e\u8b58\u5225\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n
2. \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u5c0e\u5165<\/p>\n
\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\uff08\u4f8b\u3048\u3070BERT\u3001GPT\u3001RoBERTa\u306a\u3069\uff09\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u5206\u91ce\u3067\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u81ea\u5df1\u6ce8\u610f\u6a5f\u69cb\uff08Self-Attention\uff09\u3092\u7528\u3044\u3066\u3001\u6587\u8108\u5185\u306e\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u52b9\u679c\u7684\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u7d50\u679c\u3068\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u30af\u30a8\u30ea\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u56f3\u3084\u7d30\u304b\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. \u4e8b\u524d\u5b66\u7fd2\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/p>\n
\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30d1\u30b9\u3067\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\uff08\u4f8b\u3048\u3070\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306e\u5206\u985e\uff09\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u624b\u6cd5\u304c\u4e00\u822c\u7684\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3064\u3064\u3001\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u3084\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u610f\u56f3\u306e\u8b58\u5225\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
4. \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306e\u6d3b\u7528<\/p>\n
\u6700\u65b0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u5358\u4e00\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u691c\u7d22\u5c65\u6b74\u3084\u30bb\u30c3\u30b7\u30e7\u30f3\u60c5\u5831\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u7d71\u5408\u3057\u3066\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u73fe\u5728\u306e\u610f\u56f3\u3092\u3088\u308a\u6b63\u78ba\u306b\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
5. \u591a\u8a00\u8a9e\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5b66\u7fd2<\/p>\n
\u591a\u8a00\u8a9e\u5bfe\u5fdc\u306e\u30e2\u30c7\u30eb\u3084\u3001\u30c6\u30ad\u30b9\u30c8\u4ee5\u5916\u306e\u60c5\u5831\uff08\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069\uff09\u3082\u7d71\u5408\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5b66\u7fd2\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u8a00\u8a9e\u3084\u5f62\u5f0f\u3067\u8868\u73fe\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u3092\u6b63\u78ba\u306b\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u53ef\u80fd\u3068\u306a\u308a\u3001\u8b58\u5225\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u5b9f\u8a3c\u4f8b<\/p>\n
\u4f8b\u3048\u3070\u3001Google\u304c\u63a1\u7528\u3057\u3066\u3044\u308bBERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u306f\u3001\u691c\u7d22\u30af\u30a8\u30ea\u306e\u7406\u89e3\u306b\u304a\u3044\u3066\u5f93\u6765\u306e\u624b\u6cd5\u3092\u5927\u304d\u304f\u4e0a\u56de\u308b\u6027\u80fd\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n
BERT\u306e\u5c0e\u5165\u5f8c\u3001Google\u306f\u691c\u7d22\u7d50\u679c\u306e\u95a2\u9023\u6027\u304c\u5411\u4e0a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u304c\u9ad8\u307e\u3063\u305f\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001OpenAI\u306eGPT\u30b7\u30ea\u30fc\u30ba\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u7406\u89e3\u3057\u3001\u81ea\u7136\u306a\u5bfe\u8a71\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u306b\u304a\u3044\u3066\u9ad8\u3044\u8a55\u4fa1\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3055\u3089\u306b\u3001\u5404\u7a2e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3067\u3082\u6700\u65b0\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u8b58\u5225\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9ad8\u3044\u7cbe\u5ea6\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001GLUE\u3084SuperGLUE\u3068\u3044\u3063\u305fNLP\u306e\u6a19\u6e96\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066\u3001BERT\u3084\u305d\u306e\u6d3e\u751f\u30e2\u30c7\u30eb\u306f\u591a\u304f\u306e\u30bf\u30b9\u30af\u3067\u30c8\u30c3\u30d7\u30ec\u30d9\u30eb\u306e\u6027\u80fd\u3092\u8a18\u9332\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u6700\u65b0\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u4e8b\u524d\u5b66\u7fd2\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306e\u6d3b\u7528\u3001\u591a\u8a00\u8a9e\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5b66\u7fd2\u306a\u3069\u306e\u6280\u8853\u9769\u65b0\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u306e\u8b58\u5225\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u8cc7\u6e90\u306e\u6d3b\u7528\u306b\u3088\u308a\u5b9f\u73fe\u3055\u308c\u3066\u304a\u308a\u3001\u5b9f\u8a3c\u3055\u308c\u305f\u6210\u679c\u3082\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4eca\u5f8c\u3082\u3053\u308c\u3089\u306e\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u66f4\u306a\u308b\u7cbe\u5ea6\u5411\u4e0a\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3010\u8981\u7d04\u3011
\n\u30e6\u30fc\u30b6\u30fc\u610f\u56f3\u8b58\u5225\u306b\u7528\u3044\u3089\u308c\u308b\u4e3b\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u306f\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u3001\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u5206\u985e\u5668\u3001\u6c7a\u5b9a\u6728\u304a\u3088\u3073\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\uff08\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff09\u304c\u3042\u308b\u3002SVM\u306f\u9ad8\u6b21\u5143\u3067\u52b9\u679c\u7684\u3001\u30ca\u30a4\u30fc\u30d6\u30d9\u30a4\u30ba\u306f\u8a08\u7b97\u52b9\u7387\u304c\u9ad8\u304f\u5c11\u30c7\u30fc\u30bf\u306b\u3082\u9069\u3057\u3001\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306f\u975e\u7dda\u5f62\u95a2\u4fc2\u3092\u6349\u3048\u7279\u5fb4\u306e\u91cd\u8981\u5ea6\u8a55\u4fa1\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
**\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304b\uff1f** \u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u3053\u3068\u306f\u3001\u73fe\u4ee3\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002 \u4ee5\u4e0b\u306b […]<\/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-1953","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\/1953","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=1953"}],"version-history":[{"count":0,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/1953\/revisions"}],"wp:attachment":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}