{"id":99,"date":"2025-10-01T23:29:39","date_gmt":"2025-10-01T23:29:39","guid":{"rendered":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/issues-with-data-bias-and-fairness\/"},"modified":"2026-01-14T05:45:23","modified_gmt":"2026-01-14T05:45:23","slug":"issues-with-data-bias-and-fairness","status":"publish","type":"chapter","link":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/issues-with-data-bias-and-fairness\/","title":{"raw":"\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u8ab2\u984c\uff1a\u30d0\u30a4\u30a2\u30b9\u3068\u516c\u5e73\u6027","rendered":"\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u8ab2\u984c\uff1a\u30d0\u30a4\u30a2\u30b9\u3068\u516c\u5e73\u6027"},"content":{"raw":"\u30d0\u30a4\u30a2\u30b9\u3068\u306f\u3001\u7279\u5b9a\u306e\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u5bfe\u3057\u3066\u751f\u3058\u308b\u504f\u898b\u3084\u504f\u308a\u306e\u3053\u3068\u3067\u3059\u3002\u597d\u610f\u7684\u30fb\u5426\u5b9a\u7684\u3092\u554f\u308f\u305a\u3001\u307e\u305f\u610f\u56f3\u7684\u304b\u7121\u610f\u56f3\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u30d0\u30a4\u30a2\u30b9\u3068\u306a\u308a\u5f97\u307e\u3059\u00b9\u3002\u516c\u5e73\u6027\u3068\u306f\u3001\u3053\u306e\u30d0\u30a4\u30a2\u30b9\u306b\u5bfe\u6297\u3059\u308b\u6982\u5ff5\u3067\u3042\u308a\u3001\u305d\u308c\u4ee5\u4e0a\u306e\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3059\u306a\u308f\u3061\u3001\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u7f6e\u304b\u308c\u305f\u72b6\u6cc1\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u8ab0\u3082\u304c\u516c\u6b63\u306b\u6271\u308f\u308c\u308b\u3053\u3068\u3067\u3059\u3002\u5168\u54e1\u304c\u516c\u6b63\u306b\u6271\u308f\u308c\u3001\u6a5f\u4f1a\u306b\u5e73\u7b49\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u660e\u78ba\u306a\u624b\u7d9a\u304d\uff08\u30d7\u30ed\u30bb\u30b9\uff09\u3092\u5b9a\u3081\u3001\u305d\u308c\u306b\u5f93\u3063\u3066\u904b\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u00b9\u3002\r\n\r\n\u4eba\u9593\u304c\u95a2\u308f\u308b\u4ed5\u7d44\u307f\u306b\u306f\u3001\u30d0\u30a4\u30a2\u30b9\u3084\u5dee\u5225\u304c\u5165\u308a\u8fbc\u307f\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u8ab0\u3057\u3082\u3001\u305d\u308c\u305e\u308c\u56fa\u6709\u306e\u610f\u898b\u3084\u504f\u898b\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3057\u3001\u305f\u3068\u3048\u3070\u63a1\u70b9\u306e\u3088\u3046\u306a\u5224\u65ad\u3082\u3001\u306a\u305c\u305d\u306e\u70b9\u6570\u306b\u306a\u3063\u305f\u306e\u304b\u304c\u5916\u304b\u3089\u306f\u898b\u3048\u306b\u304f\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u4eba\u9593\u306e\u5224\u65ad\u3082\u307e\u305f\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u3068\u8a00\u3048\u307e\u3059\u3002\u305d\u308c\u3067\u3082\u79c1\u305f\u3061\u306f\u3001\u305d\u3046\u3057\u305f\u504f\u308a\u3092\u554f\u3044\u76f4\u3059\u305f\u3081\u306e\u65b9\u7b56\u3084\u5236\u5ea6\u3092\u6574\u3048\u3001\u76e3\u8996\u3057\u306a\u304c\u3089\u904b\u7528\u3057\u3066\u304d\u307e\u3057\u305f\u3002\r\n\r\n\u4e00\u65b9\u3067\u3001\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u306f\u3057\u3070\u3057\u3070\u3001\u4eba\u9593\u306e\u4e3b\u89b3\u6027\u3092\u89e3\u6c7a\u3059\u308b\u4e07\u80fd\u85ac\u306e\u3088\u3046\u306b\u8a9e\u3089\u308c\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u6570\u5024\u306b\u3082\u3068\u3065\u304f\u306e\u3060\u304b\u3089\u3001\u3069\u3046\u3057\u3066\u504f\u308a\u304c\u751f\u3058\u308b\u306e\u304b\u2015\u2015\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u6b20\u9665\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306b\u3082\u3068\u3065\u304f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6027\u5225\u30fb\u4eba\u7a2e\u30fb\u6587\u5316\u30fb\u969c\u5bb3\u306b\u95a2\u308f\u308b\u65e2\u5b58\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u62fe\u3063\u3066\u5b66\u7fd2\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u3092\u5897\u5e45\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u00b9\u00b2\u00b3\u3002\u3055\u3089\u306b\u3001\u305f\u3068\u3048\u4ed5\u7d44\u307f\u304c\u4f01\u696d\u79d8\u5bc6\u3067\u96a0\u3055\u308c\u3066\u3044\u306a\u304f\u3066\u3082\u3001<a href=\"\/japanese\/chapter\/deep-neural-networks\/\" target=\"_blank\" rel=\"noopener\">\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u306e\u3088\u3046\u306b\u3001\u305d\u3082\u305d\u3082\u8aac\u660e\u53ef\u80fd\u6027\u304c\u4f4e\u3044\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u306a\u305c\u305d\u306e\u5224\u65ad\u306b\u81f3\u3063\u305f\u306e\u304b\u3092\u8aac\u660e\u3055\u305b\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\r\n<h3>AIED\u30b7\u30b9\u30c6\u30e0\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u5165\u308a\u8fbc\u3080\u4f8b<\/h3>\r\n<ol>\r\n \t<li>\u30d7\u30ed\u30b0\u30e9\u30de\u304c\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u4f5c\u308b\u969b\u3001\u500b\u4eba\u7684\u306a\u504f\u308a\u3084\u30b9\u30c6\u30ec\u30aa\u30bf\u30a4\u30d7\u304c\u30b3\u30fc\u30c9\u306b\u5165\u308a\u8fbc\u3080\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u00b9\u3002<\/li>\r\n 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\t<li>\u6559\u5e2b\u306e\u4e2d\u306b\u306f\u3001\u5730\u57df\u3084\u30af\u30e9\u30b9\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u8868\u73fe\u3092\u3001\u610f\u8b58\u7684\u306b\u3001\u3042\u308b\u3044\u306f\u793e\u4f1a\u7684\u9023\u60f3\u306b\u3088\u308b\u504f\u308a\u304b\u3089\u7121\u610f\u8b58\u306b\u6e1b\u70b9\u3059\u308b\u4eba\u3082\u3044\u307e\u3059\u3002\u305d\u3046\u3057\u305f\u6559\u5e2b\u306e\u63a1\u70b9\u7d50\u679c\u3067\u4f5c\u6587\u63a1\u70b9\u30bd\u30d5\u30c8\u304c\u5b66\u7fd2\u3059\u308c\u3070\u3001\u540c\u3058\u504f\u308a\u3092\u518d\u73fe\u3057\u307e\u3059\u3002<\/li>\r\n \t<li>\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u3001<a href=\"\/japanese\/chapter\/the-flip-side-of-als-some-paradigms-to-take-note-of-2\/\" target=\"_blank\" rel=\"noopener\">\u6700\u9069\u5316\u306e\u76ee\u6a19\u3068\u306a\u308b\u300c\u76ee\u7684\u5909\u6570\u300d\u3068\u3001\u305d\u306e\u4ee3\u7406\u6307\u6a19\uff08\u30d7\u30ed\u30ad\u30b7\uff09<\/a>\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u4eee\u306b\u9ad8\u6821\u306e\u30c6\u30b9\u30c8\u5f97\u70b9\u3092\u300c\u5b66\u529b\u306e\u9ad8\u3055\u300d\u306e\u4ee3\u7406\u6307\u6a19\u3068\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u8a66\u9a13\u4f1a\u5834\u306e\u30b9\u30c8\u30ec\u30b9\u3084\u9650\u5b9a\u3055\u308c\u305f\u72b6\u6cc1\u3067\u9ad8\u5f97\u70b9\u3092\u53d6\u308c\u308b\u751f\u5f92\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5f37\u5316\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u5b66\u7fd2\u8005\u306b\u6559\u6750\u3084\u7df4\u7fd2\u3092\u52e7\u3081\u308b\u969b\u306b\u3001\u77e5\u8b58\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u300c\u5f97\u70b9\u300d\u3092\u4e0a\u3052\u308b\u65b9\u5411\u306b\u8a98\u5c0e\u3057\u304b\u306d\u307e\u305b\u3093\u3002\u4eca\u65e5\u306e\u6559\u5ba4\u3067\u3082\u540c\u69d8\u306e\u3053\u3068\u306f\u8d77\u3053\u308a\u5f97\u307e\u3059\u304c\u3001\u5f93\u6765\u306e\u6559\u80b2\u3067\u306f\u5c11\u306a\u304f\u3068\u3082\u8907\u6570\u306e\u76ee\u6a19\u3092\u63b2\u3052\u3084\u3059\u3044\u3001\u3068\u3044\u3046\u70b9\u304c\u3042\u308a\u307e\u3059\u2074\u3002<\/li>\r\n \t<li>\u9069\u5fdc\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u306e\u6b20\u5982\u3092\u88dc\u3046\u305f\u3081\u306b\u5b66\u751f\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u8cfc\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u5bb6\u5ead\u3067\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u63a8\u5968\u4e8b\u9805\u306b\u5f93\u3046\u624b\u6bb5\u3092\u6301\u305f\u306a\u3044\u5b66\u751f\u306b\u3068\u3063\u3066\u306f\u516c\u5e73\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff1a<em>\"\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b66\u751f\u306b\u30d2\u30f3\u30c8\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3001\u307e\u305f\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u6848\u3059\u308b\u3068\u304d\u3001\u4e00\u90e8\u306e\u30b0\u30eb\u30fc\u30d7\u304c\u4f53\u7cfb\u7684\u306b\u6709\u7528\u306a\u52a9\u3051\u3092\u5f97\u3089\u308c\u306a\u3044\u305f\u3081\u306b\u4e0d\u516c\u5e73\u306a\u52a9\u3051\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u5dee\u5225\u7684\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\"<\/em><sup>2<\/sup>\u3002<\/li>\r\n \t<li>\u5b66\u751f\u306e\u73fe\u5728\u306e\u77e5\u8b58\u30ec\u30d9\u30eb\u3068\u597d\u307f\u306b\u5fdc\u3058\u3066\u6559\u80b2\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3059\u308b\u6982\u5ff5\u81ea\u4f53\u304c\u30d0\u30a4\u30a2\u30b9\u3092\u69cb\u6210\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093<sup>1<\/sup>\u3002\u65b0\u3057\u3044\u8208\u5473\u3084\u4ee3\u66ff\u6848\u3092\u63a2\u6c42\u3059\u308b\u3053\u3068\u304b\u3089\u3053\u306e\u5b66\u751f\u3092\u6b62\u3081\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u306b\u3088\u308a\u3001\u5f7c\u307e\u305f\u306f\u5f7c\u5973\u3092\u4e00\u6b21\u5143\u7684\u306b\u3057\u3001\u5168\u4f53\u7684\u306a\u30b9\u30ad\u30eb\u3001\u77e5\u8b58\u3001\u6a5f\u4f1a\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u6e1b\u5c11\u3055\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u305b\u3093\u304b\uff1f<\/li>\r\n<\/ol>\r\n[caption id=\"attachment_638\" align=\"aligncenter\" width=\"1024\"]<img class=\"wp-image-638 size-large\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch3-page6-bias-scaled-2.jpg\" alt=\"\" width=\"1024\" height=\"724\" \/> \uff08\u56f3\u7248\uff09\u201cData and algorithmic bias in the web\u201d\uff08jennychamux\uff09CC BY 2.0\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\uff1a<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a>[\/caption]\r\n<h3>\u6559\u5e2b\u306fAIED\u306e\u30d0\u30a4\u30a2\u30b9\u306e\u5f71\u97ff\u3092\u3069\u3046\u6e1b\u3089\u305b\u308b\u304b<\/h3>\r\n\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3092\u7d99\u7d9a\u7684\u306b\u63d0\u6848\u3057\u3001\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3059\u3079\u3066\u306e\u65b9\u6cd5\u304c\u5bb9\u6613\u306b\u5b9f\u65bd\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3082\u305d\u3082\u516c\u5e73\u6027\u306f\u3001\u5358\u306b\u30d0\u30a4\u30a2\u30b9\u3092\u7de9\u548c\u3059\u308b\u3060\u3051\u3067\u306f\u6349\u3048\u304d\u308c\u306a\u3044\u3001\u3088\u308a\u6df1\u3044\u8ab2\u984c\u3060\u304b\u3089\u3067\u3059\u3002\r\n\r\n\u305f\u3068\u3048\u3070\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u304c\u30b9\u30c6\u30ec\u30aa\u30bf\u30a4\u30d7\u306b\u6e80\u3061\u3066\u3044\u308b\u5834\u5408\u3001\u300c\u73fe\u5728\u624b\u5143\u306b\u3042\u308b\u30c7\u30fc\u30bf\u304c\u305d\u308c\u3092\u652f\u6301\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u79c1\u305f\u3061\u306f\u305d\u306e\u30c7\u30fc\u30bf\u81ea\u4f53\u3092\u554f\u3044\u76f4\u3057\u3001\u3042\u308b\u7a2e\u306e\u516c\u5e73\u306a\u3075\u308b\u307e\u3044\u306e\u8003\u3048\u65b9\u306b\u6cbf\u3046\u3088\u3046\u306b\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3059\u308b\u7fa9\u52d9\u304c\u3042\u308b\u306e\u3060\u308d\u3046\u304b\u300d\u2074\u3068\u3044\u3046\u554f\u984c\u304c\u751f\u3058\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d0\u30a4\u30a2\u30b9\u4f4e\u6e1b\u306e\u65b9\u6cd5\u540c\u58eb\u306f\u3057\u3070\u3057\u3070\u7dca\u5f35\u95a2\u4fc2\u306b\u3042\u308a\u3001\u3042\u308b\u7a2e\u985e\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u4ecb\u5165\u304c\u3001\u5225\u306e\u7a2e\u985e\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u65b0\u305f\u306b\u751f\u3093\u3067\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\r\n\r\n\u3067\u306f\u3001\u6559\u5e2b\u306b\u3067\u304d\u308b\u3053\u3068\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002\r\n<ol>\r\n \t<li><strong>\u63d0\u4f9b\u8005\u306b\u8cea\u554f\u3059\u308b<\/strong>\uff1aAIED\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3057\u305f\u306e\u304b\u3001\u3069\u3053\u3067\u30fb\u8ab0\u306b\u3088\u3063\u3066\u30fb\u8ab0\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u306e\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u8a55\u4fa1\u3055\u308c\u305f\u306e\u304b\u3092\u5c0b\u306d\u308b\u3002<\/li>\r\n \t<li><strong>\u6307\u6a19\u3092\u9d5c\u5451\u307f\u306b\u3057\u306a\u3044<\/strong>\uff1a\u305f\u3068\u3048\u3070\u5168\u4f53\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u898b\u3048\u3066\u3082\u3001\u305d\u306e\u88cf\u3067\u5c11\u6570\u6d3e\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3057\u3066\u306f\u6027\u80fd\u304c\u8457\u3057\u304f\u4f4e\u3044\u3001\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u96a0\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u2074\u3002<\/li>\r\n \t<li><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\uff1a\u30d0\u30a4\u30a2\u30b9\u306e\u691c\u51fa\u30fb\u5bfe\u51e6\u3084\u516c\u5e73\u6027\u306e\u62c5\u4fdd\u306e\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u63aa\u7f6e\u304c\u53d6\u3089\u308c\u3066\u3044\u308b\u304b\uff08\u53d6\u3089\u308c\u3066\u3044\u306a\u3044\u304b\uff09\u3092\u898b\u308b\u00b9\u3002<\/li>\r\n \t<li><strong>\u958b\u767a\u4f53\u5236\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\uff1a\u958b\u767a\u8005\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u306e\u5c02\u9580\u5bb6\u3060\u3051\u306a\u306e\u304b\u3001\u6559\u80b2\u7814\u7a76\u8005\u3084\u6559\u5e2b\u304c\u95a2\u308f\u3063\u3066\u3044\u308b\u306e\u304b\u3002\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u5b66\u7fd2\u7406\u8ad6\u3084\u6559\u80b2\u5b9f\u8df5\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u00b2\u3002<\/li>\r\n \t<li><strong>\u900f\u660e\u6027\u306e\u9ad8\u3044\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3092\u512a\u5148\u3059\u308b<\/strong>\uff1a\u5224\u65ad\u3092\u4e0a\u66f8\u304d\u3067\u304d\u308b\u3001\u900f\u660e\u3067\u958b\u304b\u308c\u305f\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3092\u9078\u3076\u00b2\u3002\u591a\u304f\u306eAIED\u30e2\u30c7\u30eb\u306f\u67d4\u8edf\u306a\u8a2d\u8a08\u3067\u3001\u6559\u5e2b\u3084\u5b66\u7fd2\u8005\u304c\u72b6\u6cc1\u3092\u76e3\u8996\u3057\u3001\u8aac\u660e\u3092\u6c42\u3081\u305f\u308a\u3001\u6a5f\u68b0\u306e\u5224\u65ad\u3092\u4e0d\u63a1\u7528\u306b\u3067\u304d\u308b\u3002<\/li>\r\n \t<li><strong>\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u3092\u70b9\u691c\u3059\u308b<\/strong>\uff1a\u80fd\u529b\u5dee\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u8ab0\u3082\u304c\u7b49\u3057\u304f\u5229\u7528\u3067\u304d\u308b\u304b\u00b9\u3002<\/li>\r\n \t<li><strong>\u5f71\u97ff\u3092\u7d99\u7d9a\u7684\u306b\u898b\u5b88\u308b<\/strong>\uff1a\u77ed\u671f\u30fb\u9577\u671f\u306e\u4e21\u9762\u3067\u3001\u751f\u5f92\u3084\u5b66\u7fd2\u3001\u6559\u5ba4\u306b\u3069\u3093\u306a\u5f71\u97ff\u304c\u51fa\u3066\u3044\u308b\u304b\u3092\u89b3\u5bdf\u3057\u3001\u5fc5\u8981\u306a\u3089\u652f\u63f4\u3092\u884c\u3046\u3002<\/li>\r\n<\/ol>\r\n<strong>\u5f71\u97ff\u3092\u7d99\u7d9a\u7684\u306b\u898b\u5b88\u308b<\/strong>\uff1a\u77ed\u671f\u30fb\u9577\u671f\u306e\u4e21\u9762\u3067\u3001\u751f\u5f92\u3084\u5b66\u7fd2\u3001\u6559\u5ba4\u306b\u3069\u3093\u306a\u5f71\u97ff\u304c\u51fa\u3066\u3044\u308b\u304b\u3092\u89b3\u5bdf\u3057\u3001\u5fc5\u8981\u306a\u3089\u652f\u63f4\u3092\u884c\u3046\u3002\r\n<p class=\"no-indent\">AI\u306b\u3082\u554f\u984c\u306f\u3042\u308a\u307e\u3059\u304c\u3001AIED\u306e\u672a\u6765\u306b\u3064\u3044\u3066\u697d\u89b3\u3067\u304d\u308b\u6839\u62e0\u3082\u3042\u308a\u307e\u3059\uff1a<\/p>\r\n\r\n<ul>\r\n \t<li>\u3053\u308c\u3089\u306e\u554f\u984c\u3078\u306e\u8a8d\u77e5\u304c\u5e83\u304c\u308b\u306b\u3064\u308c\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u691c\u51fa\u3057\u4fee\u6b63\u3059\u308b\u65b9\u6cd5\u304c\u7814\u7a76\u30fb\u8a66\u884c\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\r\n \t<li>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\uff0f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65e2\u5b58\u306e\u6559\u80b2\u5b9f\u8df5\u306b\u6f5c\u3080\u898b\u3048\u306b\u304f\u3044\u504f\u308a\u3092\u9732\u308f\u306b\u3057\u5f97\u308b\u3002\u504f\u308a\u304c\u53ef\u8996\u5316\u3055\u308c\u308c\u3070\u3001\u5bfe\u51e6\u3082\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/li>\r\n \t<li>AI\u30b7\u30b9\u30c6\u30e0\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u53ef\u80fd\u6027\u3092\u3082\u3064\u305f\u3081\u3001\u6559\u80b2\u306e\u591a\u304f\u306e\u5074\u9762\u3092\u72b6\u6cc1\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u6559\u6750\u306f\u5b66\u7fd2\u8005\u306e\u77e5\u8b58\u3084\u7d4c\u9a13\u306b\u3088\u308a\u5fdc\u7b54\u7684\u306b\u306a\u308a\u3001\u5730\u57df\u793e\u4f1a\u3084\u6587\u5316\u8cc7\u6e90\u3092\u53d6\u308a\u8fbc\u307f\u3001\u5730\u57df\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u5f62\u306b\u767a\u5c55\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u00b2\u3002<\/li>\r\n<\/ul>\r\n\r\n<hr \/>\r\n<p class=\"hanging-indent\"><sup>1\u00a0<\/sup><a href=\"https:\/\/education.ec.europa.eu\/news\/ethical-guidelines-on-the-use-of-artificial-intelligence-and-data-in-teaching-and-learning-for-educators\">Ethical guidelines on the use of artificial intelligence and data in teaching and learning for educators<\/a>, European Commission, October 2022.<\/p>\r\n<p class=\"hanging-indent\"><sup>2\u00a0<\/sup>U.S. Department of Education, Office of Educational Technology,\u00a0<em>Artificial Intelligence and Future of Teaching and Learning: Insights and Recommendations<\/em>, Washington, DC, 2023.<\/p>\r\n<p class=\"hanging-indent\"><sup>3\u00a0<\/sup>Kelleher, J.D, Tierney, B,\u00a0<em>Data Science<\/em>, MIT Press, London, 2018.<\/p>\r\n<p class=\"hanging-indent\"><sup>4\u00a0<\/sup>Barocas, S.,\u00a0 Hardt, M., Narayanan, A.,\u00a0<em><a href=\"https:\/\/fairmlbook.org\/\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/fairmlbook.org\/\">Fairness and machine learning Limitations and Opportunities<\/a>,\u00a0<\/em>MIT Press, 2023.<\/p>\r\n<p class=\"hanging-indent\"><sup>5\u00a0<\/sup>Milano, S., Taddeo, M., Floridi, L., Recommender systems and their ethical challenges, AI &amp; Soc 35, 957\u2013967, 2020.<\/p>","rendered":"<p>\u30d0\u30a4\u30a2\u30b9\u3068\u306f\u3001\u7279\u5b9a\u306e\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u5bfe\u3057\u3066\u751f\u3058\u308b\u504f\u898b\u3084\u504f\u308a\u306e\u3053\u3068\u3067\u3059\u3002\u597d\u610f\u7684\u30fb\u5426\u5b9a\u7684\u3092\u554f\u308f\u305a\u3001\u307e\u305f\u610f\u56f3\u7684\u304b\u7121\u610f\u56f3\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u30d0\u30a4\u30a2\u30b9\u3068\u306a\u308a\u5f97\u307e\u3059\u00b9\u3002\u516c\u5e73\u6027\u3068\u306f\u3001\u3053\u306e\u30d0\u30a4\u30a2\u30b9\u306b\u5bfe\u6297\u3059\u308b\u6982\u5ff5\u3067\u3042\u308a\u3001\u305d\u308c\u4ee5\u4e0a\u306e\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3059\u306a\u308f\u3061\u3001\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u7f6e\u304b\u308c\u305f\u72b6\u6cc1\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u8ab0\u3082\u304c\u516c\u6b63\u306b\u6271\u308f\u308c\u308b\u3053\u3068\u3067\u3059\u3002\u5168\u54e1\u304c\u516c\u6b63\u306b\u6271\u308f\u308c\u3001\u6a5f\u4f1a\u306b\u5e73\u7b49\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u660e\u78ba\u306a\u624b\u7d9a\u304d\uff08\u30d7\u30ed\u30bb\u30b9\uff09\u3092\u5b9a\u3081\u3001\u305d\u308c\u306b\u5f93\u3063\u3066\u904b\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u00b9\u3002<\/p>\n<p>\u4eba\u9593\u304c\u95a2\u308f\u308b\u4ed5\u7d44\u307f\u306b\u306f\u3001\u30d0\u30a4\u30a2\u30b9\u3084\u5dee\u5225\u304c\u5165\u308a\u8fbc\u307f\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u8ab0\u3057\u3082\u3001\u305d\u308c\u305e\u308c\u56fa\u6709\u306e\u610f\u898b\u3084\u504f\u898b\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3057\u3001\u305f\u3068\u3048\u3070\u63a1\u70b9\u306e\u3088\u3046\u306a\u5224\u65ad\u3082\u3001\u306a\u305c\u305d\u306e\u70b9\u6570\u306b\u306a\u3063\u305f\u306e\u304b\u304c\u5916\u304b\u3089\u306f\u898b\u3048\u306b\u304f\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u4eba\u9593\u306e\u5224\u65ad\u3082\u307e\u305f\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u300d\u3068\u8a00\u3048\u307e\u3059\u3002\u305d\u308c\u3067\u3082\u79c1\u305f\u3061\u306f\u3001\u305d\u3046\u3057\u305f\u504f\u308a\u3092\u554f\u3044\u76f4\u3059\u305f\u3081\u306e\u65b9\u7b56\u3084\u5236\u5ea6\u3092\u6574\u3048\u3001\u76e3\u8996\u3057\u306a\u304c\u3089\u904b\u7528\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u306f\u3057\u3070\u3057\u3070\u3001\u4eba\u9593\u306e\u4e3b\u89b3\u6027\u3092\u89e3\u6c7a\u3059\u308b\u4e07\u80fd\u85ac\u306e\u3088\u3046\u306b\u8a9e\u3089\u308c\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u6570\u5024\u306b\u3082\u3068\u3065\u304f\u306e\u3060\u304b\u3089\u3001\u3069\u3046\u3057\u3066\u504f\u308a\u304c\u751f\u3058\u308b\u306e\u304b\u2015\u2015\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u6b20\u9665\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306b\u3082\u3068\u3065\u304f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6027\u5225\u30fb\u4eba\u7a2e\u30fb\u6587\u5316\u30fb\u969c\u5bb3\u306b\u95a2\u308f\u308b\u65e2\u5b58\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u62fe\u3063\u3066\u5b66\u7fd2\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u308c\u3092\u5897\u5e45\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u00b9\u00b2\u00b3\u3002\u3055\u3089\u306b\u3001\u305f\u3068\u3048\u4ed5\u7d44\u307f\u304c\u4f01\u696d\u79d8\u5bc6\u3067\u96a0\u3055\u308c\u3066\u3044\u306a\u304f\u3066\u3082\u3001<a href=\"\/japanese\/chapter\/deep-neural-networks\/\" target=\"_blank\" 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u96e3\u3057\u304f\u306a\u308a\u304c\u3061\u3067\u3059\u3002<\/li>\n<li>\u6559\u5e2b\u306e\u4e2d\u306b\u306f\u3001\u5730\u57df\u3084\u30af\u30e9\u30b9\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u8868\u73fe\u3092\u3001\u610f\u8b58\u7684\u306b\u3001\u3042\u308b\u3044\u306f\u793e\u4f1a\u7684\u9023\u60f3\u306b\u3088\u308b\u504f\u308a\u304b\u3089\u7121\u610f\u8b58\u306b\u6e1b\u70b9\u3059\u308b\u4eba\u3082\u3044\u307e\u3059\u3002\u305d\u3046\u3057\u305f\u6559\u5e2b\u306e\u63a1\u70b9\u7d50\u679c\u3067\u4f5c\u6587\u63a1\u70b9\u30bd\u30d5\u30c8\u304c\u5b66\u7fd2\u3059\u308c\u3070\u3001\u540c\u3058\u504f\u308a\u3092\u518d\u73fe\u3057\u307e\u3059\u3002<\/li>\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u3001<a href=\"\/japanese\/chapter\/the-flip-side-of-als-some-paradigms-to-take-note-of-2\/\" target=\"_blank\" rel=\"noopener\">\u6700\u9069\u5316\u306e\u76ee\u6a19\u3068\u306a\u308b\u300c\u76ee\u7684\u5909\u6570\u300d\u3068\u3001\u305d\u306e\u4ee3\u7406\u6307\u6a19\uff08\u30d7\u30ed\u30ad\u30b7\uff09<\/a>\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u4eee\u306b\u9ad8\u6821\u306e\u30c6\u30b9\u30c8\u5f97\u70b9\u3092\u300c\u5b66\u529b\u306e\u9ad8\u3055\u300d\u306e\u4ee3\u7406\u6307\u6a19\u3068\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u8a66\u9a13\u4f1a\u5834\u306e\u30b9\u30c8\u30ec\u30b9\u3084\u9650\u5b9a\u3055\u308c\u305f\u72b6\u6cc1\u3067\u9ad8\u5f97\u70b9\u3092\u53d6\u308c\u308b\u751f\u5f92\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u5f37\u5316\u3059\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u5b66\u7fd2\u8005\u306b\u6559\u6750\u3084\u7df4\u7fd2\u3092\u52e7\u3081\u308b\u969b\u306b\u3001\u77e5\u8b58\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u300c\u5f97\u70b9\u300d\u3092\u4e0a\u3052\u308b\u65b9\u5411\u306b\u8a98\u5c0e\u3057\u304b\u306d\u307e\u305b\u3093\u3002\u4eca\u65e5\u306e\u6559\u5ba4\u3067\u3082\u540c\u69d8\u306e\u3053\u3068\u306f\u8d77\u3053\u308a\u5f97\u307e\u3059\u304c\u3001\u5f93\u6765\u306e\u6559\u80b2\u3067\u306f\u5c11\u306a\u304f\u3068\u3082\u8907\u6570\u306e\u76ee\u6a19\u3092\u63b2\u3052\u3084\u3059\u3044\u3001\u3068\u3044\u3046\u70b9\u304c\u3042\u308a\u307e\u3059\u2074\u3002<\/li>\n<li>\u9069\u5fdc\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u306e\u6b20\u5982\u3092\u88dc\u3046\u305f\u3081\u306b\u5b66\u751f\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u8cfc\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u5bb6\u5ead\u3067\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u63a8\u5968\u4e8b\u9805\u306b\u5f93\u3046\u624b\u6bb5\u3092\u6301\u305f\u306a\u3044\u5b66\u751f\u306b\u3068\u3063\u3066\u306f\u516c\u5e73\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff1a<em>&#8220;\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b66\u751f\u306b\u30d2\u30f3\u30c8\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3001\u307e\u305f\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u6848\u3059\u308b\u3068\u304d\u3001\u4e00\u90e8\u306e\u30b0\u30eb\u30fc\u30d7\u304c\u4f53\u7cfb\u7684\u306b\u6709\u7528\u306a\u52a9\u3051\u3092\u5f97\u3089\u308c\u306a\u3044\u305f\u3081\u306b\u4e0d\u516c\u5e73\u306a\u52a9\u3051\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u5dee\u5225\u7684\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059&#8221;<\/em><sup>2<\/sup>\u3002<\/li>\n<li>\u5b66\u751f\u306e\u73fe\u5728\u306e\u77e5\u8b58\u30ec\u30d9\u30eb\u3068\u597d\u307f\u306b\u5fdc\u3058\u3066\u6559\u80b2\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3059\u308b\u6982\u5ff5\u81ea\u4f53\u304c\u30d0\u30a4\u30a2\u30b9\u3092\u69cb\u6210\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093<sup>1<\/sup>\u3002\u65b0\u3057\u3044\u8208\u5473\u3084\u4ee3\u66ff\u6848\u3092\u63a2\u6c42\u3059\u308b\u3053\u3068\u304b\u3089\u3053\u306e\u5b66\u751f\u3092\u6b62\u3081\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u308c\u306b\u3088\u308a\u3001\u5f7c\u307e\u305f\u306f\u5f7c\u5973\u3092\u4e00\u6b21\u5143\u7684\u306b\u3057\u3001\u5168\u4f53\u7684\u306a\u30b9\u30ad\u30eb\u3001\u77e5\u8b58\u3001\u6a5f\u4f1a\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u6e1b\u5c11\u3055\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u305b\u3093\u304b\uff1f<\/li>\n<\/ol>\n<figure id=\"attachment_638\" aria-describedby=\"caption-attachment-638\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-638 size-large\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch3-page6-bias-scaled-2.jpg\" alt=\"\" width=\"1024\" height=\"724\" \/><figcaption id=\"caption-attachment-638\" class=\"wp-caption-text\">\uff08\u56f3\u7248\uff09\u201cData and algorithmic bias in the web\u201d\uff08jennychamux\uff09CC BY 2.0\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\uff1a<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse\">https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=openverse<\/a><\/figcaption><\/figure>\n<h3>\u6559\u5e2b\u306fAIED\u306e\u30d0\u30a4\u30a2\u30b9\u306e\u5f71\u97ff\u3092\u3069\u3046\u6e1b\u3089\u305b\u308b\u304b<\/h3>\n<p>\u7814\u7a76\u8005\u305f\u3061\u306f\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3092\u7d99\u7d9a\u7684\u306b\u63d0\u6848\u3057\u3001\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3059\u3079\u3066\u306e\u65b9\u6cd5\u304c\u5bb9\u6613\u306b\u5b9f\u65bd\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3082\u305d\u3082\u516c\u5e73\u6027\u306f\u3001\u5358\u306b\u30d0\u30a4\u30a2\u30b9\u3092\u7de9\u548c\u3059\u308b\u3060\u3051\u3067\u306f\u6349\u3048\u304d\u308c\u306a\u3044\u3001\u3088\u308a\u6df1\u3044\u8ab2\u984c\u3060\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u304c\u30b9\u30c6\u30ec\u30aa\u30bf\u30a4\u30d7\u306b\u6e80\u3061\u3066\u3044\u308b\u5834\u5408\u3001\u300c\u73fe\u5728\u624b\u5143\u306b\u3042\u308b\u30c7\u30fc\u30bf\u304c\u305d\u308c\u3092\u652f\u6301\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u79c1\u305f\u3061\u306f\u305d\u306e\u30c7\u30fc\u30bf\u81ea\u4f53\u3092\u554f\u3044\u76f4\u3057\u3001\u3042\u308b\u7a2e\u306e\u516c\u5e73\u306a\u3075\u308b\u307e\u3044\u306e\u8003\u3048\u65b9\u306b\u6cbf\u3046\u3088\u3046\u306b\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3059\u308b\u7fa9\u52d9\u304c\u3042\u308b\u306e\u3060\u308d\u3046\u304b\u300d\u2074\u3068\u3044\u3046\u554f\u984c\u304c\u751f\u3058\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d0\u30a4\u30a2\u30b9\u4f4e\u6e1b\u306e\u65b9\u6cd5\u540c\u58eb\u306f\u3057\u3070\u3057\u3070\u7dca\u5f35\u95a2\u4fc2\u306b\u3042\u308a\u3001\u3042\u308b\u7a2e\u985e\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u6e1b\u3089\u3059\u305f\u3081\u306e\u4ecb\u5165\u304c\u3001\u5225\u306e\u7a2e\u985e\u306e\u30d0\u30a4\u30a2\u30b9\u3092\u65b0\u305f\u306b\u751f\u3093\u3067\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u6559\u5e2b\u306b\u3067\u304d\u308b\u3053\u3068\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<ol>\n<li><strong>\u63d0\u4f9b\u8005\u306b\u8cea\u554f\u3059\u308b<\/strong>\uff1aAIED\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u524d\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b66\u7fd2\u3057\u305f\u306e\u304b\u3001\u3069\u3053\u3067\u30fb\u8ab0\u306b\u3088\u3063\u3066\u30fb\u8ab0\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u306e\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u8a55\u4fa1\u3055\u308c\u305f\u306e\u304b\u3092\u5c0b\u306d\u308b\u3002<\/li>\n<li><strong>\u6307\u6a19\u3092\u9d5c\u5451\u307f\u306b\u3057\u306a\u3044<\/strong>\uff1a\u305f\u3068\u3048\u3070\u5168\u4f53\u306e\u7cbe\u5ea6\u304c\u9ad8\u304f\u898b\u3048\u3066\u3082\u3001\u305d\u306e\u88cf\u3067\u5c11\u6570\u6d3e\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3057\u3066\u306f\u6027\u80fd\u304c\u8457\u3057\u304f\u4f4e\u3044\u3001\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u96a0\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u2074\u3002<\/li>\n<li><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\uff1a\u30d0\u30a4\u30a2\u30b9\u306e\u691c\u51fa\u30fb\u5bfe\u51e6\u3084\u516c\u5e73\u6027\u306e\u62c5\u4fdd\u306e\u305f\u3081\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u63aa\u7f6e\u304c\u53d6\u3089\u308c\u3066\u3044\u308b\u304b\uff08\u53d6\u3089\u308c\u3066\u3044\u306a\u3044\u304b\uff09\u3092\u898b\u308b\u00b9\u3002<\/li>\n<li><strong>\u958b\u767a\u4f53\u5236\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\uff1a\u958b\u767a\u8005\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u79d1\u5b66\u306e\u5c02\u9580\u5bb6\u3060\u3051\u306a\u306e\u304b\u3001\u6559\u80b2\u7814\u7a76\u8005\u3084\u6559\u5e2b\u304c\u95a2\u308f\u3063\u3066\u3044\u308b\u306e\u304b\u3002\u6a5f\u68b0\u5b66\u7fd2\u3060\u3051\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u5b66\u7fd2\u7406\u8ad6\u3084\u6559\u80b2\u5b9f\u8df5\u304c\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u00b2\u3002<\/li>\n<li><strong>\u900f\u660e\u6027\u306e\u9ad8\u3044\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3092\u512a\u5148\u3059\u308b<\/strong>\uff1a\u5224\u65ad\u3092\u4e0a\u66f8\u304d\u3067\u304d\u308b\u3001\u900f\u660e\u3067\u958b\u304b\u308c\u305f\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3092\u9078\u3076\u00b2\u3002\u591a\u304f\u306eAIED\u30e2\u30c7\u30eb\u306f\u67d4\u8edf\u306a\u8a2d\u8a08\u3067\u3001\u6559\u5e2b\u3084\u5b66\u7fd2\u8005\u304c\u72b6\u6cc1\u3092\u76e3\u8996\u3057\u3001\u8aac\u660e\u3092\u6c42\u3081\u305f\u308a\u3001\u6a5f\u68b0\u306e\u5224\u65ad\u3092\u4e0d\u63a1\u7528\u306b\u3067\u304d\u308b\u3002<\/li>\n<li><strong>\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u3092\u70b9\u691c\u3059\u308b<\/strong>\uff1a\u80fd\u529b\u5dee\u306b\u304b\u304b\u308f\u3089\u305a\u3001\u8ab0\u3082\u304c\u7b49\u3057\u304f\u5229\u7528\u3067\u304d\u308b\u304b\u00b9\u3002<\/li>\n<li><strong>\u5f71\u97ff\u3092\u7d99\u7d9a\u7684\u306b\u898b\u5b88\u308b<\/strong>\uff1a\u77ed\u671f\u30fb\u9577\u671f\u306e\u4e21\u9762\u3067\u3001\u751f\u5f92\u3084\u5b66\u7fd2\u3001\u6559\u5ba4\u306b\u3069\u3093\u306a\u5f71\u97ff\u304c\u51fa\u3066\u3044\u308b\u304b\u3092\u89b3\u5bdf\u3057\u3001\u5fc5\u8981\u306a\u3089\u652f\u63f4\u3092\u884c\u3046\u3002<\/li>\n<\/ol>\n<p><strong>\u5f71\u97ff\u3092\u7d99\u7d9a\u7684\u306b\u898b\u5b88\u308b<\/strong>\uff1a\u77ed\u671f\u30fb\u9577\u671f\u306e\u4e21\u9762\u3067\u3001\u751f\u5f92\u3084\u5b66\u7fd2\u3001\u6559\u5ba4\u306b\u3069\u3093\u306a\u5f71\u97ff\u304c\u51fa\u3066\u3044\u308b\u304b\u3092\u89b3\u5bdf\u3057\u3001\u5fc5\u8981\u306a\u3089\u652f\u63f4\u3092\u884c\u3046\u3002<\/p>\n<p class=\"no-indent\">AI\u306b\u3082\u554f\u984c\u306f\u3042\u308a\u307e\u3059\u304c\u3001AIED\u306e\u672a\u6765\u306b\u3064\u3044\u3066\u697d\u89b3\u3067\u304d\u308b\u6839\u62e0\u3082\u3042\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u3053\u308c\u3089\u306e\u554f\u984c\u3078\u306e\u8a8d\u77e5\u304c\u5e83\u304c\u308b\u306b\u3064\u308c\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u691c\u51fa\u3057\u4fee\u6b63\u3059\u308b\u65b9\u6cd5\u304c\u7814\u7a76\u30fb\u8a66\u884c\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n<li>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\uff0f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65e2\u5b58\u306e\u6559\u80b2\u5b9f\u8df5\u306b\u6f5c\u3080\u898b\u3048\u306b\u304f\u3044\u504f\u308a\u3092\u9732\u308f\u306b\u3057\u5f97\u308b\u3002\u504f\u308a\u304c\u53ef\u8996\u5316\u3055\u308c\u308c\u3070\u3001\u5bfe\u51e6\u3082\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/li>\n<li>AI\u30b7\u30b9\u30c6\u30e0\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u53ef\u80fd\u6027\u3092\u3082\u3064\u305f\u3081\u3001\u6559\u80b2\u306e\u591a\u304f\u306e\u5074\u9762\u3092\u72b6\u6cc1\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u6559\u6750\u306f\u5b66\u7fd2\u8005\u306e\u77e5\u8b58\u3084\u7d4c\u9a13\u306b\u3088\u308a\u5fdc\u7b54\u7684\u306b\u306a\u308a\u3001\u5730\u57df\u793e\u4f1a\u3084\u6587\u5316\u8cc7\u6e90\u3092\u53d6\u308a\u8fbc\u307f\u3001\u5730\u57df\u56fa\u6709\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u5f62\u306b\u767a\u5c55\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u00b2\u3002<\/li>\n<\/ul>\n<hr \/>\n<p class=\"hanging-indent\"><sup>1\u00a0<\/sup><a href=\"https:\/\/education.ec.europa.eu\/news\/ethical-guidelines-on-the-use-of-artificial-intelligence-and-data-in-teaching-and-learning-for-educators\">Ethical guidelines on the use of artificial intelligence and data in teaching and learning for educators<\/a>, European Commission, October 2022.<\/p>\n<p class=\"hanging-indent\"><sup>2\u00a0<\/sup>U.S. Department of Education, Office of Educational Technology,\u00a0<em>Artificial Intelligence and Future of Teaching and Learning: Insights and Recommendations<\/em>, Washington, DC, 2023.<\/p>\n<p class=\"hanging-indent\"><sup>3\u00a0<\/sup>Kelleher, J.D, Tierney, B,\u00a0<em>Data Science<\/em>, MIT Press, London, 2018.<\/p>\n<p class=\"hanging-indent\"><sup>4\u00a0<\/sup>Barocas, S.,\u00a0 Hardt, M., Narayanan, A.,\u00a0<em><a href=\"https:\/\/fairmlbook.org\/\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/fairmlbook.org\/\">Fairness and machine learning Limitations and Opportunities<\/a>,\u00a0<\/em>MIT Press, 2023.<\/p>\n<p class=\"hanging-indent\"><sup>5\u00a0<\/sup>Milano, S., Taddeo, M., Floridi, L., Recommender systems and their ethical challenges, AI &amp; Soc 35, 957\u2013967, 2020.<\/p>\n","protected":false},"author":3,"menu_order":6,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":78,"_links":{"self":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/99"}],"collection":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":6,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/99\/revisions"}],"predecessor-version":[{"id":832,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/99\/revisions\/832"}],"part":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/parts\/78"}],"metadata":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/99\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/media?parent=99"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapter-type?post=99"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/contributor?post=99"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/license?post=99"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}