{"id":182,"date":"2025-10-01T23:30:47","date_gmt":"2025-10-01T23:30:47","guid":{"rendered":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/more-on-big-data\/"},"modified":"2025-12-23T02:39:26","modified_gmt":"2025-12-23T02:39:26","slug":"more-on-big-data","status":"publish","type":"chapter","link":"https:\/\/aiopentext.itd.cnr.it\/japanese\/chapter\/more-on-big-data\/","title":{"raw":"\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8a73\u3057\u304f","rendered":"\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8a73\u3057\u304f"},"content":{"raw":"<p class=\"no-indent\">\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u4fdd\u5b58\u3057\u305f\u3082\u306e\u3092\u4e00\u822c\u7684\u306b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf<sup>1<\/sup>\u3068\u547c\u3073\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u5b89\u4fa1\u306b\u306a\u308a\u3001\u5f37\u529b\u306a\u30d7\u30ed\u30bb\u30c3\u30b5\u30fc\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u7279\u306b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u3063\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305f\u3081\u3001\u3053\u306e\u624b\u6cd5\u306f\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059<sup>2<\/sup>\u3002<\/p>\r\nhttps:\/\/youtu.be\/gZcgUBVQyRM?list=PLkm8ZqYSzE3d6lEWsWz0fWhtSAbjwR8Z7\r\n<p class=\"indent no-indent\">\u52d5\u753b\u3067\u8b70\u8ad6\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306f\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u3001\u5de8\u5927\u306a\uff08<strong>v<\/strong>olume\uff09\u3001\u8fc5\u901f\u306b\u751f\u6210\u3055\u308c\u308b\uff08<strong>v<\/strong>elocity\uff09\u3001\u7570\u306a\u308b\u7a2e\u985e\u306e\uff08<strong>v<\/strong>ariety\uff09\u30c7\u30fc\u30bf\u3067\u3042\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u5f97\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306f\u4e0d\u5b8c\u5168\u3067\u4e0d\u6b63\u78ba\uff08<strong>v<\/strong>eracity\uff09\u3067\u3042\u308a\u3001\u305d\u306e\u95a2\u9023\u6027\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\uff08<strong>v<\/strong>olatility\uff09\u3002\u3053\u306e\u7a2e\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u51e6\u7406\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6d17\u7df4\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u3053\u304b\u3089\u5f15\u304d\u51fa\u3055\u308c\u308b\u63a8\u8ad6\u306f\u3001\u7279\u306b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u5834\u5408\u306b\u306f\u5f37\u529b\u3067\u3042\u308a\u3001\u53d6\u308a\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059<sup>2<\/sup>\u3002<\/p>\r\n<p class=\"indent\">\u4e00\u90e8\u306e\u5c02\u9580\u5bb6\u306f\u3001\u4e0a\u8ff0\u306e3\u3064\u3082\u3057\u304f\u306f5\u3064\u306eV\u3092\u8d85\u3048\u3066<sup>2<\/sup>\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u69cb\u6210\u3059\u308b\u305f\u3081\u306e3\u3064\u306e\u8ef8\u3092\u91cd\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<ul>\r\n \t<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3001\u5206\u6790\u3001\u30ea\u30f3\u30af\u3001\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3002\u7d4c\u6e08\u7684\u3001\u793e\u4f1a\u7684\u3001\u6280\u8853\u7684\u3001\u6cd5\u7684\u306a\u4e3b\u5f35\u3092\u884c\u3046\u305f\u3081\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u5206\u6790\u3002<\/li>\r\n \t<li>\u300c\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u4ee5\u524d\u306f\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u6d1e\u5bdf\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u308a\u9ad8\u5ea6\u306a\u77e5\u6027\u3068\u77e5\u8b58\u306e\u5f62\u614b\u3092\u3082\u305f\u3089\u3057\u3001\u305d\u3053\u306b\u306f\u771f\u5b9f\u30fb\u5ba2\u89b3\u6027\u30fb\u6b63\u78ba\u6027\u306e\u30aa\u30fc\u30e9\u304c\u4f34\u3046\u300d\u3068\u3044\u3046\u4fe1\u5ff5\u3002<\/li>\r\n \t<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306f\u300c\u5b66\u7fd2\u8005\u304c\u82e6\u52b4\u3057\u3066\u3044\u308b\u5206\u91ce\u3084\u5f97\u610f\u3068\u3059\u308b\u5206\u91ce\u3092\u7279\u5b9a\u3057\u3001\u500b\u3005\u306e\u5b66\u7fd2\u8005\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u65b9\u6cd5\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u300d\u3002<\/li>\r\n<\/ul>\r\n<p class=\"indent\"><img class=\"aligncenter wp-image-181 \" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-576x1024.png\" alt=\"\" width=\"317\" height=\"563\" \/><\/p>\r\n\r\n\r\n<hr \/>\r\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>1<\/sup> Schneier, B., Data and Goliath: <em>The Hidden Battles to Capture Your Data and Control Your World<\/em>, W. W. Norton &amp; Company, 2015.<\/p>\r\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>2<\/sup> Kelleher, J.D, Tierney, B, <em>Data Science<\/em>, London, 2018.<\/p>\r\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>3<\/sup> D'Ignazio, C., Bhargava, R., <em>Approaches to Building Big Data Literacy<\/em>, Bloomberg Data for Good Exchange, New York, 2015.<\/p>\r\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>4<\/sup> General Data Protection Regulation (GDPR), European Union, April 2016.<\/p>\r\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>5<\/sup> Ethical guidelines on the use of artificial intelligence and data in teaching and learning for educators, European Commission, October 2022.<\/p>","rendered":"<p class=\"no-indent\">\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u4fdd\u5b58\u3057\u305f\u3082\u306e\u3092\u4e00\u822c\u7684\u306b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf<sup>1<\/sup>\u3068\u547c\u3073\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u5b89\u4fa1\u306b\u306a\u308a\u3001\u5f37\u529b\u306a\u30d7\u30ed\u30bb\u30c3\u30b5\u30fc\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u7279\u306b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u3063\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u3063\u305f\u3081\u3001\u3053\u306e\u624b\u6cd5\u306f\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059<sup>2<\/sup>\u3002<\/p>\n<p><iframe loading=\"lazy\" id=\"oembed-1\" title=\"Data: it comes in many shapes and sizes (2\/2)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gZcgUBVQyRM?list=PLkm8ZqYSzE3d6lEWsWz0fWhtSAbjwR8Z7\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p class=\"indent no-indent\">\u52d5\u753b\u3067\u8b70\u8ad6\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306f\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u3001\u5de8\u5927\u306a\uff08<strong>v<\/strong>olume\uff09\u3001\u8fc5\u901f\u306b\u751f\u6210\u3055\u308c\u308b\uff08<strong>v<\/strong>elocity\uff09\u3001\u7570\u306a\u308b\u7a2e\u985e\u306e\uff08<strong>v<\/strong>ariety\uff09\u30c7\u30fc\u30bf\u3067\u3042\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u5f97\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306f\u4e0d\u5b8c\u5168\u3067\u4e0d\u6b63\u78ba\uff08<strong>v<\/strong>eracity\uff09\u3067\u3042\u308a\u3001\u305d\u306e\u95a2\u9023\u6027\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\uff08<strong>v<\/strong>olatility\uff09\u3002\u3053\u306e\u7a2e\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u51e6\u7406\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6d17\u7df4\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u3053\u304b\u3089\u5f15\u304d\u51fa\u3055\u308c\u308b\u63a8\u8ad6\u306f\u3001\u7279\u306b\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u5834\u5408\u306b\u306f\u5f37\u529b\u3067\u3042\u308a\u3001\u53d6\u308a\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059<sup>2<\/sup>\u3002<\/p>\n<p class=\"indent\">\u4e00\u90e8\u306e\u5c02\u9580\u5bb6\u306f\u3001\u4e0a\u8ff0\u306e3\u3064\u3082\u3057\u304f\u306f5\u3064\u306eV\u3092\u8d85\u3048\u3066<sup>2<\/sup>\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u69cb\u6210\u3059\u308b\u305f\u3081\u306e3\u3064\u306e\u8ef8\u3092\u91cd\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3001\u5206\u6790\u3001\u30ea\u30f3\u30af\u3001\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3002\u7d4c\u6e08\u7684\u3001\u793e\u4f1a\u7684\u3001\u6280\u8853\u7684\u3001\u6cd5\u7684\u306a\u4e3b\u5f35\u3092\u884c\u3046\u305f\u3081\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u5206\u6790\u3002<\/li>\n<li>\u300c\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u4ee5\u524d\u306f\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u6d1e\u5bdf\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u308a\u9ad8\u5ea6\u306a\u77e5\u6027\u3068\u77e5\u8b58\u306e\u5f62\u614b\u3092\u3082\u305f\u3089\u3057\u3001\u305d\u3053\u306b\u306f\u771f\u5b9f\u30fb\u5ba2\u89b3\u6027\u30fb\u6b63\u78ba\u6027\u306e\u30aa\u30fc\u30e9\u304c\u4f34\u3046\u300d\u3068\u3044\u3046\u4fe1\u5ff5\u3002<\/li>\n<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306f\u300c\u5b66\u7fd2\u8005\u304c\u82e6\u52b4\u3057\u3066\u3044\u308b\u5206\u91ce\u3084\u5f97\u610f\u3068\u3059\u308b\u5206\u91ce\u3092\u7279\u5b9a\u3057\u3001\u500b\u3005\u306e\u5b66\u7fd2\u8005\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u65b9\u6cd5\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u300d\u3002<\/li>\n<\/ul>\n<p class=\"indent\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-181\" src=\"http:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-576x1024.png\" alt=\"\" width=\"317\" height=\"563\" srcset=\"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-576x1024.png 576w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-169x300.png 169w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-768x1365.png 768w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-864x1536.png 864w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-65x116.png 65w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-225x400.png 225w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data-350x622.png 350w, https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-content\/uploads\/sites\/37\/2025\/10\/chadd-big-data.png 1080w\" sizes=\"(max-width: 317px) 100vw, 317px\" \/><\/p>\n<hr \/>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>1<\/sup> Schneier, B., Data and Goliath: <em>The Hidden Battles to Capture Your Data and Control Your World<\/em>, W. W. Norton &amp; Company, 2015.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>2<\/sup> Kelleher, J.D, Tierney, B, <em>Data Science<\/em>, London, 2018.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>3<\/sup> D&#8217;Ignazio, C., Bhargava, R., <em>Approaches to Building Big Data Literacy<\/em>, Bloomberg Data for Good Exchange, New York, 2015.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>4<\/sup> General Data Protection Regulation (GDPR), European Union, April 2016.<\/p>\n<p class=\"hanging-indent\" style=\"text-align: left\"><sup>5<\/sup> Ethical guidelines on the use of artificial intelligence and data in teaching and learning for educators, European Commission, October 2022.<\/p>\n","protected":false},"author":3,"menu_order":10,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[49],"contributor":[],"license":[],"part":165,"_links":{"self":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/182"}],"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":5,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/182\/revisions"}],"predecessor-version":[{"id":743,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/182\/revisions\/743"}],"part":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/parts\/165"}],"metadata":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapters\/182\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/media?parent=182"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/pressbooks\/v2\/chapter-type?post=182"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/contributor?post=182"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/aiopentext.itd.cnr.it\/japanese\/wp-json\/wp\/v2\/license?post=182"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}