{"id":121,"date":"2025-10-01T23:29:57","date_gmt":"2025-10-01T23:29:57","guid":{"rendered":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/ai-speak-how-adaptive-systems-learn-the-learner-part-2\/"},"modified":"2026-02-25T09:36:54","modified_gmt":"2026-02-25T09:36:54","slug":"ai-speak-how-adaptive-systems-learn-the-learner-part-2","status":"publish","type":"chapter","link":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/ai-speak-how-adaptive-systems-learn-the-learner-part-2\/","title":{"raw":"AI\u3068\u306f\uff1a\u9069\u5fdc\u578b\u30b7\u30b9\u30c6\u30e0\u306f\u5b66\u7fd2\u8005\u3092\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b\u304b\uff08\uff12\uff09","rendered":"AI\u3068\u306f\uff1a\u9069\u5fdc\u578b\u30b7\u30b9\u30c6\u30e0\u306f\u5b66\u7fd2\u8005\u3092\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3059\u308b\u304b\uff08\uff12\uff09"},"content":{"raw":"<h3 class=\"heading_font heading_weight clearboth\" style=\"text-align: left\">\u30d7\u30ed\u30bb\u30b9<\/h3>\r\n<p class=\"no-indent\">\u8fd1\u5e74\u3001\u9069\u5fdc\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u306f\u307e\u3059\u307e\u3059\u7528\u3044\u3089\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3089\u306f\u5358\u72ec\u3067\u3001\u307e\u305f\u306f\u4ed6\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059<sup>2<\/sup>\u3002\u4f7f\u7528\u3055\u308c\u308b\u5834\u5408\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e3b\u306a\u5f79\u5272\u306f\u3001\u8a55\u4fa1\u306e\u7d50\u679c\u3084\u30d7\u30ed\u30bb\u30b9<sup>1<\/sup>\u3067\u751f\u6210\u3055\u308c\u305f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3068\u3044\u3063\u305f\u7279\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u66f4\u65b0\u3092\u884c\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p class=\"no-indent\">\u5916\u5074\u306e\u30eb\u30fc\u30d7\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u30e2\u30c7\u30eb\u304c\u4f5c\u6210\u3055\u308c\u3001\u9069\u5207\u306a\u91cd\u307f\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63a8\u5968\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u6a5f\u80fd\u3067\u3059<sup>2<\/sup>\uff08<a href=\"ai-speak--machine-learning\" data-cke-saved-href=\"ai-speak--machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f<\/a>\u3082\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff09\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001YouTube\u306e\u65b0\u3057\u3044\u63a8\u5968\u306e\u3088\u3046\u306b\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u3068\u5909\u5316\u3059\u308b\u95a2\u5fc3\u3092\u53cd\u6620\u3057\u305f\u65b0\u3057\u3044\u5b66\u7fd2\u7d4c\u8def\u3092\u5b9a\u671f\u7684\u306b\u63a8\u5968\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306eALS\u3067\u306f\u3001\u5b66\u7fd2\u7d4c\u8def\u306e\u6570\u306f\u6570\u5146\u306b\u9054\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059<sup>3<\/sup>\u3002<\/p>\r\n<p style=\"text-align: left\"><img class=\"aligncenter wp-image-164\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch2-page-3-Machine-learns-e1697825030868.png\" alt=\"\" width=\"423\" height=\"258\" \/><\/p>\r\n<p class=\"no-indent\" style=\"text-align: left\">\u5185\u5074\u306e\u30eb\u30fc\u30d7\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u9069\u5207\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u3001\u30a8\u30e9\u30fc\u3092\u7279\u5b9a\u3057\u3001\u77e5\u8b58\u306e\u4e0d\u8db3\u7b87\u6240\u3092\u63a8\u6e2c\u3057\u3001\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u306e\u7fd2\u719f\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u5b66\u7fd2\u8005\u306f\u3001\u5b66\u7fd2\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306b\u53d6\u308a\u7d44\u3080\u306a\u304b\u3067\u9593\u9055\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u9593\u9055\u3044\u304c\u3069\u306e\u77e5\u8b58\u306e\u4e0d\u8db3\u304b\u3089\u751f\u3058\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u306a\u3093\u3089\u304b\u306e\u5b66\u7fd2\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u9032\u6357\u304c\u898b\u3089\u308c\u305f\u5834\u5408\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u3001\u3069\u306e\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u304c\u6b63\u5e38\u306b\u7fd2\u5f97\u3055\u308c\u305f\u304b\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059<sup>2<\/sup>\u3002<\/p>\r\n<p class=\"no-indent\" style=\"text-align: left\">\u3053\u306e\u4ed6\u306b\u3082\u3001\u9069\u5fdc\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u63a8\u8ad6\u3092\u884c\u3046\u305f\u3081\u306e\u81ea\u52d5\u5316\u3092\u6e1b\u3089\u3057\u3001\u660e\u793a\u7684\u306b\u8a18\u8ff0\u3055\u308c\u305f\u30eb\u30fc\u30eb<sup>2<\/sup>\u3092\u3088\u308a\u5897\u3084\u3059\u3068\u3044\u3063\u305f\u30c6\u30af\u30cb\u30c3\u30af\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p class=\"no-indent\" style=\"text-align: left\">\u3053\u3046\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u57fa\u6e96\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u304f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6642\u9593\u3068\u8ffd\u52a0\u306e\u52aa\u529b\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u7d50\u679c\u3092\u3042\u308b\u9818\u57df\u304b\u3089\u6b21\u306e\u9818\u57df\u306b\u3001\u307e\u305f\u306f\u3042\u308b\u554f\u984c\u304b\u3089\u6b21\u306e\u554f\u984c\u306b\u4e00\u822c\u5316\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\r\n<p class=\"no-indent\" style=\"text-align: left\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3059\u308b\u30c4\u30fc\u30eb\u306f\u3001\u5b9f\u969b\u306e\u5b66\u7fd2\u8005\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u3001\u5b66\u7fd2\u8005\u306b\u3068\u3063\u3066\u6700\u3082\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5b66\u7fd2\u7d4c\u8def\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<sup>1<\/sup>\u3002\u3059\u3079\u3066\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u540c\u69d8\u306b\u3001\u6559\u5ba4\u3067\u4f7f\u7528\u3059\u308b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c6\u30b9\u30c8\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\r\n\r\n\r\n[caption id=\"attachment_120\" align=\"aligncenter\" width=\"607\"]<img class=\" wp-image-364\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-adaptive-content.jpg\" alt=\"\" width=\"607\" height=\"669\" \/> EdSurge, Decoding Adaptive, Pearson, London, 2016\u306b\u3088\u308b\u753b\u50cf\u3001CC BY 4.0\u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u8868\u793a\u3059\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>\u3092\u8a2a\u554f\u3057\u3066\u304f\u3060\u3055\u3044[\/caption]\r\n<h3 style=\"text-align: left\">\u6559\u80b2\u30e2\u30c7\u30eb<\/h3>\r\n<p class=\"no-indent\">YouTube\u306e\u5834\u5408\u3001\u3088\u3044\u63a8\u5968\u3068\u306f\u306a\u306b\u304b\u306b\u3064\u3044\u3066\u591a\u304f\u306e\u4fa1\u5024\u5224\u65ad\u304c\u3042\u308b\u3053\u3068\u3092\u307f\u3066\u304d\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u3072\u3068\u3064\u306e\u63a8\u5968\u30bb\u30c3\u30c8\u3067\u30ab\u30d0\u30fc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u95a2\u5fc3\u306e\u6570\u3001\u3059\u3067\u306b\u8996\u8074\u3057\u305f\u3082\u306e\u3068\u985e\u4f3c\u3057\u3066\u3044\u308b\u52d5\u753b\u306e\u6570\u3001\u591a\u69d8\u6027\u306e\u305f\u3081\u306b\u8ffd\u52a0\u3059\u308b\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u6570\u306a\u3069\u3067\u3059\uff08<a href=\"ai-speak--how-youtube-learns-you-part-2\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"ai-speak--how-youtube-learns-you-part-2\">Youtube\u306f\u3042\u306a\u305f\u306e\u3053\u3068\u3092\u3044\u304b\u306b\u3057\u3066\u5b66\u3076\u304b(2)<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff09\u3002ALS\u306b\u306f\u3001\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u306e\u610f\u5473\u3068\u305d\u306e\u7fd2\u5f97\u65b9\u6cd5\u3001\u3064\u307e\u308a\u6559\u80b2\u65b9\u6cd5\u3068\u5b66\u7fd2\u8005\u306e\u65e5\u5e38\u306e\u7d4c\u9a13\u306b\u3064\u3044\u3066\u306e\u540c\u69d8\u306e\u5224\u65ad\u304c\u542b\u307e\u308c\u307e\u3059<sup>4<\/sup>\u3002<\/p>\r\n<p class=\"no-indent\">ALS\u306e\u5834\u5408\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u306b\u95a2\u3059\u308b\u3053\u308c\u3089\u306e\u5224\u65ad\u3068\u30ac\u30a4\u30c0\u30f3\u30b9\u306f\u3001\u5b9f\u8a3c\u3055\u308c\u305f\u6559\u80b2\u65b9\u6cd5\u5b66\u7684\u7406\u8ad6\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u6559\u6388\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3055\u308c\u3001\u9818\u57df\u30e2\u30c7\u30eb\u304a\u3088\u3073\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3068\u3068\u3082\u306b\u3001\u6a5f\u68b0\u304c\u9069\u5207\u306a\u4e00\u9023\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3092\u9078\u629e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\r\n<p class=\"no-indent\">\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u6b21\u306e\u3088\u3046\u306a\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5b66\u751f\u306b\u6b21\u306b\u63d0\u793a\u3055\u308c\u308b\u3079\u304d\u306f\u3001\u6982\u5ff5\u3001\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3001\u307e\u305f\u306f\u30c6\u30b9\u30c8\u3067\u3059\u304b\uff1f \u3069\u306e\u30ec\u30d9\u30eb\u306e\u96e3\u6613\u5ea6\u3067\uff1f \u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3092\u8a55\u4fa1\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304b\uff1f \u3069\u3053\u3067\u3055\u3089\u306a\u308b\u300c\u8db3\u5834\u304b\u3051\u300d\u306e\u652f\u63f4\u304c\u5fc5\u8981\u3067\u3059\u304b<sup>5<\/sup>\uff1f\uff08\u300c\u8db3\u5834\u304b\u3051\u300d\u306f\u3001\u6982\u5ff5\u3068\u624b\u9806\u3001\u4f7f\u7528\u3055\u308c\u308b\u6226\u7565\u3001\u5b66\u7fd2\u306e\u53cd\u6620\u30fb\u8a08\u753b\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30dd\u30fc\u30c8\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\uff09\u6559\u80b2\u30e2\u30c7\u30eb\u306f\u3001\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u5e45\u3068\u6df1\u3055\u3092\u6307\u793a\u3057\u3001ALS\u5185\u3067\u7d9a\u884c\u3059\u308b\u304b\u3001\u6559\u5e2b\u304b\u3089\u306e\u52a9\u3051\u3092\u5f97\u308b\u304b\u3055\u3048\u3082\u6c7a\u5b9a\u3057\u307e\u3059<sup>3<\/sup>\u3002<\/p>\r\n&nbsp;\r\n\r\n[caption id=\"attachment_120\" align=\"aligncenter\" width=\"1024\"]<img class=\"size-large wp-image-120\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-1024x724.jpg\" alt=\"\" width=\"1024\" height=\"724\" \/> Image from EdSurge, Decoding Adaptive, Pearson, London, 2016 licenced under CC BY 4.0. To view a copy of this licence, visit <a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>.[\/caption]\r\n<h3 style=\"text-align: left\">\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/h3>\r\n<p class=\"no-indent\">\u63a8\u5968\u4e8b\u9805\u306f\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u72b6\u6cc1\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u76ee\u6a19\u306a\u3069\u306e\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u306e\u91cd\u8981\u306a\u8cea\u554f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\r\n<p style=\"padding-left: 40px\">\u2022 \u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3069\u306e\u3088\u3046\u306b\u914d\u4fe1\u3055\u308c\u307e\u3059\u304b\uff1f\r\n\u2022 \u4e00\u5ea6\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304b\uff1f\r\n\u2022 \u4f55\u304c\u76f4\u63a5\u5272\u308a\u5f53\u3066\u3089\u308c\u3001\u4f55\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304b\uff1f\r\n\u2022 \u30b5\u30dd\u30fc\u30c8\u30ea\u30bd\u30fc\u30b9\u306f\u4f55\u3067\u3059\u304b\uff1f\r\n\u2022 \u30b0\u30eb\u30fc\u30d7\u6d3b\u52d5\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u304b\uff1f\r\n\u2022 \u3069\u306e\u304f\u3089\u3044\u306e\u81ea\u5f8b\u6027\u3092\u8a31\u3059\u3079\u304d\u3067\u3059\u304b\uff1f\r\n\u2022 \u5b66\u7fd2\u8005\u306f\u81ea\u5206\u306e\u597d\u307f\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f\r\n\u2022 \u6559\u5e2b\u306f\u5b66\u7fd2\u7d4c\u8def\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f\r\n\u2022 \u6559\u5e2b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u793a\u3055\u308c\u307e\u3059\u304b\uff1f\r\n\u2022 \u6559\u5e2b\u306f\u30eb\u30fc\u30d7\u306e\u306a\u304b\u306b\u3044\u307e\u3059\u304b\uff1f<\/p>\r\n\r\n<h3 style=\"text-align: left\">\u8a55\u4fa1<\/h3>\r\n<p class=\"no-indent\">ALS\u304c\u4f7f\u7528\u3055\u308c\u308b\u3068\u3001\u307b\u3068\u3093\u3069\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u304c\u8a2d\u5b9a\u3057\u305f\u57fa\u6e96\u306b\u5bfe\u3059\u308b\u81ea\u8eab\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30fc\u3057\u307e\u3059\u3002\u3042\u3089\u3086\u308bAI\u30c4\u30fc\u30eb\u3068\u540c\u69d8\u306b\u3001\u30c7\u30fc\u30bf\u306b\u306f\u504f\u308a\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u5f15\u304d\u51fa\u3055\u308c\u305f\u63a8\u8ad6\u306f\u4e0d\u6b63\u78ba\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3059\u3002\u5b66\u7fd2\u8005\u306e\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u95a2\u9023\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059<sup>6<\/sup>\u3002\u3057\u305f\u304c\u3063\u3066\u6559\u5e2b\u3082\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30fc\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5b66\u7fd2\u8005\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\u3068\u662f\u6b63\u63aa\u7f6e\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p class=\"no-indent\">\u6559\u5e2b\u3084\u4ef2\u9593\u3082\u30a4\u30f3\u30b9\u30d4\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4e0e\u3048\u3001\u4ee3\u66ff\u30ea\u30bd\u30fc\u30b9\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u306f\u3001\u5546\u696d\u30b3\u30f3\u30c6\u30f3\u30c4\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u30aa\u30f3\u30e9\u30a4\u30f3\u5c0f\u58f2\u4f01\u696d\u306b\u3088\u3063\u306610\u5e74\u4ee5\u4e0a\u306b\u308f\u305f\u3063\u3066\u306a\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u7126\u70b9\u306f\u3001\u4fc3\u9032\u3067\u304d\u308b\u7d50\u679c\u3092\u751f\u307f\u51fa\u3059\u3088\u3046\u306a\u63a8\u5968\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002\u300c\u4e88\u671f\u305b\u306c\u96a0\u308c\u305f\u5b9d\u77f3\u306e\u9a5a\u304f\u3079\u304d\u559c\u3073\u300d<sup>7<\/sup>\u3068\u3001\u3042\u307e\u308a\u65c5\u3055\u308c\u3066\u3044\u306a\u3044\u9053\u306e\u9b45\u529b\u306f\u3001\u6c38\u7d9a\u7684\u306a\u5b66\u7fd2\u3092\u523a\u6fc0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u3053\u308c\u3089\u306f\u6a5f\u68b0\u30d9\u30fc\u30b9\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9\u5b66\u7fd2\u306e\u5f37\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n\r\n\r\n<hr \/>\r\n<p class=\"hanging-indent\"><sup>1<\/sup> EdSurge, <em>Decoding Adaptive<\/em>, Pearson, London, 2016.<\/p>\r\n<p class=\"hanging-indent\"><sup>2 <\/sup>Chrysafiadi, K., Virvou, M., <em>Student modeling approaches: A literature review for the last decade<\/em>, Expert Systems with Applications, Elsevier, 2013.<\/p>\r\n<p class=\"hanging-indent\"><sup>3 <\/sup>Essa, A.,<em><a href=\"https:\/\/doi.org\/10.1186\/s40561-016-0038-y\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/doi.org\/10.1186\/s40561-016-0038-y\"> A possible future for next generation adaptive learning systems<\/a><\/em>, Smart Learning Environments, 3, 16, 2016.<\/p>\r\n<p class=\"hanging-indent\"><sup>4 <\/sup>Groff, J., <em>Personalized Learning: The state of the field and future directions<\/em>, Center for curriculum redesign, 2017.<\/p>\r\n<p class=\"hanging-indent\"><sup>5 <\/sup>Alkhatlan, A., Kalita, J.K., <em>Intelligent Tutoring Systems: A Comprehensive Historical Survey with Recent Developments<\/em>, International Journal of Computer Applications 181(43):1-20, March 2019.<\/p>\r\n<p class=\"hanging-indent\"><sup>6 <\/sup>du Boulay, B., Poulovasillis, A., Holmes, W., Mavrikis, M., <em>Artificial Intelligence And Big Data Technologies To Close The Achievement Gap<\/em>, In: Luckin, Rose ed. Enhancing Learning and Teaching with Technology. London: UCL Institute of Education Press, pp. 256\u201328, 2018.<\/p>\r\n<p class=\"hanging-indent\"><sup>7 <\/sup>Konstan, J., Terveen, L., <em>Human-centered recommender systems: Origins, advances, challenges, and opportunities<\/em>, AI Magazine, 42(3), 31-42, 2021.<\/p>","rendered":"<h3 class=\"heading_font heading_weight clearboth\" style=\"text-align: left\">\u30d7\u30ed\u30bb\u30b9<\/h3>\n<p class=\"no-indent\">\u8fd1\u5e74\u3001\u9069\u5fdc\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u306f\u307e\u3059\u307e\u3059\u7528\u3044\u3089\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3089\u306f\u5358\u72ec\u3067\u3001\u307e\u305f\u306f\u4ed6\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059<sup>2<\/sup>\u3002\u4f7f\u7528\u3055\u308c\u308b\u5834\u5408\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e3b\u306a\u5f79\u5272\u306f\u3001\u8a55\u4fa1\u306e\u7d50\u679c\u3084\u30d7\u30ed\u30bb\u30b9<sup>1<\/sup>\u3067\u751f\u6210\u3055\u308c\u305f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3068\u3044\u3063\u305f\u7279\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u3068\u66f4\u65b0\u3092\u884c\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p class=\"no-indent\">\u5916\u5074\u306e\u30eb\u30fc\u30d7\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u30e2\u30c7\u30eb\u304c\u4f5c\u6210\u3055\u308c\u3001\u9069\u5207\u306a\u91cd\u307f\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u52b9\u679c\u7684\u306a\u5b66\u7fd2\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u63a8\u5968\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u6a5f\u80fd\u3067\u3059<sup>2<\/sup>\uff08<a href=\"ai-speak--machine-learning\" data-cke-saved-href=\"ai-speak--machine-learning\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f<\/a>\u3082\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff09\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001YouTube\u306e\u65b0\u3057\u3044\u63a8\u5968\u306e\u3088\u3046\u306b\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u3068\u5909\u5316\u3059\u308b\u95a2\u5fc3\u3092\u53cd\u6620\u3057\u305f\u65b0\u3057\u3044\u5b66\u7fd2\u7d4c\u8def\u3092\u5b9a\u671f\u7684\u306b\u63a8\u5968\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306eALS\u3067\u306f\u3001\u5b66\u7fd2\u7d4c\u8def\u306e\u6570\u306f\u6570\u5146\u306b\u9054\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059<sup>3<\/sup>\u3002<\/p>\n<p style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-164\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch2-page-3-Machine-learns-e1697825030868.png\" alt=\"\" width=\"423\" height=\"258\" \/><\/p>\n<p class=\"no-indent\" style=\"text-align: left\">\u5185\u5074\u306e\u30eb\u30fc\u30d7\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u9069\u5207\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u3001\u30a8\u30e9\u30fc\u3092\u7279\u5b9a\u3057\u3001\u77e5\u8b58\u306e\u4e0d\u8db3\u7b87\u6240\u3092\u63a8\u6e2c\u3057\u3001\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u306e\u7fd2\u719f\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u5b66\u7fd2\u8005\u306f\u3001\u5b66\u7fd2\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306b\u53d6\u308a\u7d44\u3080\u306a\u304b\u3067\u9593\u9055\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u9593\u9055\u3044\u304c\u3069\u306e\u77e5\u8b58\u306e\u4e0d\u8db3\u304b\u3089\u751f\u3058\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u306a\u3093\u3089\u304b\u306e\u5b66\u7fd2\u30b9\u30c6\u30c3\u30d7\u306b\u3088\u308a\u9032\u6357\u304c\u898b\u3089\u308c\u305f\u5834\u5408\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u3001\u3069\u306e\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u304c\u6b63\u5e38\u306b\u7fd2\u5f97\u3055\u308c\u305f\u304b\u3092\u4e88\u6e2c\u3067\u304d\u307e\u3059<sup>2<\/sup>\u3002<\/p>\n<p class=\"no-indent\" style=\"text-align: left\">\u3053\u306e\u4ed6\u306b\u3082\u3001\u9069\u5fdc\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u63a8\u8ad6\u3092\u884c\u3046\u305f\u3081\u306e\u81ea\u52d5\u5316\u3092\u6e1b\u3089\u3057\u3001\u660e\u793a\u7684\u306b\u8a18\u8ff0\u3055\u308c\u305f\u30eb\u30fc\u30eb<sup>2<\/sup>\u3092\u3088\u308a\u5897\u3084\u3059\u3068\u3044\u3063\u305f\u30c6\u30af\u30cb\u30c3\u30af\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p class=\"no-indent\" style=\"text-align: left\">\u3053\u3046\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u57fa\u6e96\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u3001\u591a\u304f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6642\u9593\u3068\u8ffd\u52a0\u306e\u52aa\u529b\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u7d50\u679c\u3092\u3042\u308b\u9818\u57df\u304b\u3089\u6b21\u306e\u9818\u57df\u306b\u3001\u307e\u305f\u306f\u3042\u308b\u554f\u984c\u304b\u3089\u6b21\u306e\u554f\u984c\u306b\u4e00\u822c\u5316\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p class=\"no-indent\" style=\"text-align: left\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3059\u308b\u30c4\u30fc\u30eb\u306f\u3001\u5b9f\u969b\u306e\u5b66\u7fd2\u8005\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u3001\u5b66\u7fd2\u8005\u306b\u3068\u3063\u3066\u6700\u3082\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5b66\u7fd2\u7d4c\u8def\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<sup>1<\/sup>\u3002\u3059\u3079\u3066\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u540c\u69d8\u306b\u3001\u6559\u5ba4\u3067\u4f7f\u7528\u3059\u308b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c6\u30b9\u30c8\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<figure id=\"attachment_120\" aria-describedby=\"caption-attachment-120\" style=\"width: 607px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-364\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-adaptive-content.jpg\" alt=\"\" width=\"607\" height=\"669\" \/><figcaption id=\"caption-attachment-120\" class=\"wp-caption-text\">EdSurge, Decoding Adaptive, Pearson, London, 2016\u306b\u3088\u308b\u753b\u50cf\u3001CC BY 4.0\u306e\u4e0b\u3067\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30b3\u30d4\u30fc\u3092\u8868\u793a\u3059\u308b\u306b\u306f\u3001<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>\u3092\u8a2a\u554f\u3057\u3066\u304f\u3060\u3055\u3044<\/figcaption><\/figure>\n<h3 style=\"text-align: left\">\u6559\u80b2\u30e2\u30c7\u30eb<\/h3>\n<p class=\"no-indent\">YouTube\u306e\u5834\u5408\u3001\u3088\u3044\u63a8\u5968\u3068\u306f\u306a\u306b\u304b\u306b\u3064\u3044\u3066\u591a\u304f\u306e\u4fa1\u5024\u5224\u65ad\u304c\u3042\u308b\u3053\u3068\u3092\u307f\u3066\u304d\u307e\u3057\u305f\u3002\u305f\u3068\u3048\u3070\u3001\u3072\u3068\u3064\u306e\u63a8\u5968\u30bb\u30c3\u30c8\u3067\u30ab\u30d0\u30fc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u95a2\u5fc3\u306e\u6570\u3001\u3059\u3067\u306b\u8996\u8074\u3057\u305f\u3082\u306e\u3068\u985e\u4f3c\u3057\u3066\u3044\u308b\u52d5\u753b\u306e\u6570\u3001\u591a\u69d8\u6027\u306e\u305f\u3081\u306b\u8ffd\u52a0\u3059\u308b\u65b0\u3057\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u6570\u306a\u3069\u3067\u3059\uff08<a href=\"ai-speak--how-youtube-learns-you-part-2\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"ai-speak--how-youtube-learns-you-part-2\">Youtube\u306f\u3042\u306a\u305f\u306e\u3053\u3068\u3092\u3044\u304b\u306b\u3057\u3066\u5b66\u3076\u304b(2)<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\uff09\u3002ALS\u306b\u306f\u3001\u77e5\u8b58\u30e6\u30cb\u30c3\u30c8\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u306e\u610f\u5473\u3068\u305d\u306e\u7fd2\u5f97\u65b9\u6cd5\u3001\u3064\u307e\u308a\u6559\u80b2\u65b9\u6cd5\u3068\u5b66\u7fd2\u8005\u306e\u65e5\u5e38\u306e\u7d4c\u9a13\u306b\u3064\u3044\u3066\u306e\u540c\u69d8\u306e\u5224\u65ad\u304c\u542b\u307e\u308c\u307e\u3059<sup>4<\/sup>\u3002<\/p>\n<p class=\"no-indent\">ALS\u306e\u5834\u5408\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u306b\u95a2\u3059\u308b\u3053\u308c\u3089\u306e\u5224\u65ad\u3068\u30ac\u30a4\u30c0\u30f3\u30b9\u306f\u3001\u5b9f\u8a3c\u3055\u308c\u305f\u6559\u80b2\u65b9\u6cd5\u5b66\u7684\u7406\u8ad6\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u6559\u6388\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3055\u308c\u3001\u9818\u57df\u30e2\u30c7\u30eb\u304a\u3088\u3073\u5b66\u7fd2\u8005\u30e2\u30c7\u30eb\u3068\u3068\u3082\u306b\u3001\u6a5f\u68b0\u304c\u9069\u5207\u306a\u4e00\u9023\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3092\u9078\u629e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p class=\"no-indent\">\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u6b21\u306e\u3088\u3046\u306a\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5b66\u751f\u306b\u6b21\u306b\u63d0\u793a\u3055\u308c\u308b\u3079\u304d\u306f\u3001\u6982\u5ff5\u3001\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3001\u307e\u305f\u306f\u30c6\u30b9\u30c8\u3067\u3059\u304b\uff1f \u3069\u306e\u30ec\u30d9\u30eb\u306e\u96e3\u6613\u5ea6\u3067\uff1f \u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3092\u8a55\u4fa1\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304b\uff1f \u3069\u3053\u3067\u3055\u3089\u306a\u308b\u300c\u8db3\u5834\u304b\u3051\u300d\u306e\u652f\u63f4\u304c\u5fc5\u8981\u3067\u3059\u304b<sup>5<\/sup>\uff1f\uff08\u300c\u8db3\u5834\u304b\u3051\u300d\u306f\u3001\u6982\u5ff5\u3068\u624b\u9806\u3001\u4f7f\u7528\u3055\u308c\u308b\u6226\u7565\u3001\u5b66\u7fd2\u306e\u53cd\u6620\u30fb\u8a08\u753b\u30fb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30dd\u30fc\u30c8\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002\uff09\u6559\u80b2\u30e2\u30c7\u30eb\u306f\u3001\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u5e45\u3068\u6df1\u3055\u3092\u6307\u793a\u3057\u3001ALS\u5185\u3067\u7d9a\u884c\u3059\u308b\u304b\u3001\u6559\u5e2b\u304b\u3089\u306e\u52a9\u3051\u3092\u5f97\u308b\u304b\u3055\u3048\u3082\u6c7a\u5b9a\u3057\u307e\u3059<sup>3<\/sup>\u3002<\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_120\" aria-describedby=\"caption-attachment-120\" style=\"width: 1024px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-120\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-1024x724.jpg\" alt=\"\" width=\"1024\" height=\"724\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-1024x724.jpg 1024w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-300x212.jpg 300w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-768x543.jpg 768w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-1536x1086.jpg 1536w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-65x46.jpg 65w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-225x159.jpg 225w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding-350x247.jpg 350w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/ch4-page-6-content-scaffolding.jpg 1755w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption id=\"caption-attachment-120\" class=\"wp-caption-text\">Image from EdSurge, Decoding Adaptive, Pearson, London, 2016 licenced under CC BY 4.0. To view a copy of this licence, visit <a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/\">https:\/\/creativecommons.org\/licenses\/by\/4.0\/<\/a>.<\/figcaption><\/figure>\n<h3 style=\"text-align: left\">\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/h3>\n<p class=\"no-indent\">\u63a8\u5968\u4e8b\u9805\u306f\u3001\u5b66\u7fd2\u8005\u306e\u9032\u6357\u72b6\u6cc1\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u76ee\u6a19\u306a\u3069\u306e\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u306e\u91cd\u8981\u306a\u8cea\u554f\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p style=\"padding-left: 40px\">\u2022 \u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3069\u306e\u3088\u3046\u306b\u914d\u4fe1\u3055\u308c\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u4e00\u5ea6\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u4f55\u304c\u76f4\u63a5\u5272\u308a\u5f53\u3066\u3089\u308c\u3001\u4f55\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u30b5\u30dd\u30fc\u30c8\u30ea\u30bd\u30fc\u30b9\u306f\u4f55\u3067\u3059\u304b\uff1f<br \/>\n\u2022 \u30b0\u30eb\u30fc\u30d7\u6d3b\u52d5\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u304b\uff1f<br \/>\n\u2022 \u3069\u306e\u304f\u3089\u3044\u306e\u81ea\u5f8b\u6027\u3092\u8a31\u3059\u3079\u304d\u3067\u3059\u304b\uff1f<br \/>\n\u2022 \u5b66\u7fd2\u8005\u306f\u81ea\u5206\u306e\u597d\u307f\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u6559\u5e2b\u306f\u5b66\u7fd2\u7d4c\u8def\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u6559\u5e2b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u793a\u3055\u308c\u307e\u3059\u304b\uff1f<br \/>\n\u2022 \u6559\u5e2b\u306f\u30eb\u30fc\u30d7\u306e\u306a\u304b\u306b\u3044\u307e\u3059\u304b\uff1f<\/p>\n<h3 style=\"text-align: left\">\u8a55\u4fa1<\/h3>\n<p class=\"no-indent\">ALS\u304c\u4f7f\u7528\u3055\u308c\u308b\u3068\u3001\u307b\u3068\u3093\u3069\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u304c\u8a2d\u5b9a\u3057\u305f\u57fa\u6e96\u306b\u5bfe\u3059\u308b\u81ea\u8eab\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30fc\u3057\u307e\u3059\u3002\u3042\u3089\u3086\u308bAI\u30c4\u30fc\u30eb\u3068\u540c\u69d8\u306b\u3001\u30c7\u30fc\u30bf\u306b\u306f\u504f\u308a\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u5f15\u304d\u51fa\u3055\u308c\u305f\u63a8\u8ad6\u306f\u4e0d\u6b63\u78ba\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3059\u3002\u5b66\u7fd2\u8005\u306e\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u95a2\u9023\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059<sup>6<\/sup>\u3002\u3057\u305f\u304c\u3063\u3066\u6559\u5e2b\u3082\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30fc\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5b66\u7fd2\u8005\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\u3068\u662f\u6b63\u63aa\u7f6e\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"no-indent\">\u6559\u5e2b\u3084\u4ef2\u9593\u3082\u30a4\u30f3\u30b9\u30d4\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4e0e\u3048\u3001\u4ee3\u66ff\u30ea\u30bd\u30fc\u30b9\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306e\u7814\u7a76\u306f\u3001\u5546\u696d\u30b3\u30f3\u30c6\u30f3\u30c4\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u30aa\u30f3\u30e9\u30a4\u30f3\u5c0f\u58f2\u4f01\u696d\u306b\u3088\u3063\u306610\u5e74\u4ee5\u4e0a\u306b\u308f\u305f\u3063\u3066\u306a\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u7126\u70b9\u306f\u3001\u4fc3\u9032\u3067\u304d\u308b\u7d50\u679c\u3092\u751f\u307f\u51fa\u3059\u3088\u3046\u306a\u63a8\u5968\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3057\u305f\u3002\u300c\u4e88\u671f\u305b\u306c\u96a0\u308c\u305f\u5b9d\u77f3\u306e\u9a5a\u304f\u3079\u304d\u559c\u3073\u300d<sup>7<\/sup>\u3068\u3001\u3042\u307e\u308a\u65c5\u3055\u308c\u3066\u3044\u306a\u3044\u9053\u306e\u9b45\u529b\u306f\u3001\u6c38\u7d9a\u7684\u306a\u5b66\u7fd2\u3092\u523a\u6fc0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u3053\u308c\u3089\u306f\u6a5f\u68b0\u30d9\u30fc\u30b9\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9\u5b66\u7fd2\u306e\u5f37\u307f\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<hr \/>\n<p class=\"hanging-indent\"><sup>1<\/sup> EdSurge, <em>Decoding Adaptive<\/em>, Pearson, London, 2016.<\/p>\n<p class=\"hanging-indent\"><sup>2 <\/sup>Chrysafiadi, K., Virvou, M., <em>Student modeling approaches: A literature review for the last decade<\/em>, Expert Systems with Applications, Elsevier, 2013.<\/p>\n<p class=\"hanging-indent\"><sup>3 <\/sup>Essa, A.,<em><a href=\"https:\/\/doi.org\/10.1186\/s40561-016-0038-y\" target=\"_blank\" rel=\"noopener\" data-cke-saved-href=\"https:\/\/doi.org\/10.1186\/s40561-016-0038-y\"> A possible future for next generation adaptive learning systems<\/a><\/em>, Smart Learning Environments, 3, 16, 2016.<\/p>\n<p class=\"hanging-indent\"><sup>4 <\/sup>Groff, J., <em>Personalized Learning: The state of the field and future directions<\/em>, Center for curriculum redesign, 2017.<\/p>\n<p class=\"hanging-indent\"><sup>5 <\/sup>Alkhatlan, A., Kalita, J.K., <em>Intelligent Tutoring Systems: A Comprehensive Historical Survey with Recent Developments<\/em>, International Journal of Computer Applications 181(43):1-20, March 2019.<\/p>\n<p class=\"hanging-indent\"><sup>6 <\/sup>du Boulay, B., Poulovasillis, A., Holmes, W., Mavrikis, M., <em>Artificial Intelligence And Big Data Technologies To Close The Achievement Gap<\/em>, In: Luckin, Rose ed. Enhancing Learning and Teaching with Technology. London: UCL Institute of Education Press, pp. 256\u201328, 2018.<\/p>\n<p class=\"hanging-indent\"><sup>7 <\/sup>Konstan, J., Terveen, L., <em>Human-centered recommender systems: Origins, advances, challenges, and opportunities<\/em>, AI Magazine, 42(3), 31-42, 2021.<\/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":100,"_links":{"self":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/121"}],"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":10,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/121\/revisions"}],"predecessor-version":[{"id":1045,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/121\/revisions\/1045"}],"part":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/parts\/100"}],"metadata":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/121\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/media?parent=121"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapter-type?post=121"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/contributor?post=121"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/license?post=121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}