{"id":4823,"date":"2022-12-04T19:32:25","date_gmt":"2022-12-05T00:32:25","guid":{"rendered":"http:\/\/skimai.com\/?p=4823"},"modified":"2024-04-29T17:27:40","modified_gmt":"2024-04-29T22:27:40","slug":"ai%e3%82%92%e8%aa%ac%e6%98%8e%e5%8f%af%e8%83%bd%e3%81%ab%e3%81%99%e3%82%8b%e3%83%96%e3%83%ad%e3%82%b0","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/","title":{"rendered":"AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u306f\u4f55\u304b\uff1f"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#What_Makes_AI_Explainable\" >AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u306f\u4f55\u304b\uff1f<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#What_Exactly_is_Explainable_AI\" >\u8aac\u660e\u53ef\u80fd\u306aAI\u3068\u306f\u4f55\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#The_Basic_Principles_of_Explainable_AI\" >\u8aac\u660e\u53ef\u80fd\u306aAI\u306e\u57fa\u672c\u539f\u5247<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#Examples_of_Explainable_AI\" >\u8aac\u660e\u53ef\u80fd\u306aAI\u306e\u4f8b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#XAI_In_Healthcare\" >\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3051\u308bXAI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#XAI_In_Insurance\" >\u4fdd\u967a\u306b\u304a\u3051\u308bXAI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#XAI_In_Financial_Services\" >\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3051\u308bXAI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/blog-what-makes-ai-explainable\/#Conclusion\" >\u7d50\u8ad6<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_Makes_AI_Explainable\"><\/span>AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u306f\u4f55\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u6210\u529f\u306b\u3088\u308a\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u7206\u767a\u7684\u306b\u666e\u53ca\u3057\u305f\u3002\u4eca\u5f8c\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u77e5\u899a\u3057\u3001\u5b66\u7fd2\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3057\u3001\u884c\u52d5\u3067\u304d\u308b\u81ea\u5f8b\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u304c\u751f\u307e\u308c\u308b\u306f\u305a\u3060\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u6a5f\u68b0\u306f\u3001\u4eba\u9593\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066\u305d\u306e\u9078\u629e\u3084\u884c\u52d5\u3092\u6b63\u5f53\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u6709\u7528\u6027\u306b\u9650\u754c\u304c\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u79c1\u305f\u3061\u304c\u76f4\u9762\u3059\u308b\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u77e5\u7684\u3067\u81ea\u5f8b\u7684\u306a\u5171\u751f\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n<p>AI\u306f\u4eca\u65e5\u3001\u533b\u7642\u3001\u9280\u884c\u3001\u91d1\u878d\u306a\u3069\u3001\u4eba\u3005\u306e\u751f\u6d3b\u306b\u76f4\u63a5\u5f71\u97ff\u3059\u308b\u3082\u306e\u3092\u542b\u3080\u591a\u304f\u306e\u7523\u696d\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u308b\u3002 <a href=\"https:\/\/www.unesco.org\/en\/artificial-intelligence\/rule-law\/mooc-judges#:~:text=The%20potential%20of%20AI%20is,%2Ffacilitating%20decision%2Dmaking%20processes\">\u6b63\u7fa9\u3082<\/a>.\u3053\u308c\u3089\u306e\u5206\u91ce\u3067\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u6c7a\u5b9a\u3092\u4fe1\u983c\u3067\u304d\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u884c\u52d5\u3068\u6c7a\u5b9a\u306b\u81f3\u3063\u305f\u8981\u56e0\u3092\u6b63\u5f53\u5316\u3059\u308b\u3053\u3068\u3092\u8981\u6c42\u3059\u308b\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u8aac\u660e\u53ef\u80fd\u306a\u4eba\u5de5\u77e5\u80fd\uff08XAI\uff09\u3001\u305d\u306e\u4e3b\u8981\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3068\u8003\u3048\u65b9\u3001\u305d\u3057\u3066\u305d\u308c\u3089\u3092\u30d3\u30b8\u30cd\u30b9\u306e\u767a\u5c55\u306b\u3069\u306e\u3088\u3046\u306b\u5fdc\u7528\u3067\u304d\u308b\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3059\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Exactly_is_Explainable_AI\"><\/span>\u8aac\u660e\u53ef\u80fd\u306aAI\u3068\u306f\u4f55\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>XAI\u3068\u3057\u3066\u3082\u77e5\u3089\u308c\u308b\u8aac\u660e\u53ef\u80fd\u306aAI\u306f\u3001\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u3001\u305d\u3057\u3066\u306a\u305c\u305d\u306e\u3088\u3046\u306b\u632f\u308b\u821e\u3046\u306e\u304b\u3092\u4eba\u9593\u304c\u7406\u89e3\u3057\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u30c4\u30fc\u30eb\u3068\u6226\u7565\u3068\u3057\u3066\u3001\u7d44\u7e54\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<p>XAI\u306f\u305d\u3046\u3060\uff1a<br \/>\n\u7406\u60f3\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u306e\u30bb\u30c3\u30c8\uff1a<br \/>\n\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u624b\u52a9\u3051\u3092\u3059\u308b\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u9577\u5e74\u63a1\u7528\u3057\u3066\u304d\u305f\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u3044\u304f\u3064\u304b\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3002<br \/>\n\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3084\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u305d\u306e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u307e\u305f\u6d3b\u7528\u3057\u306a\u3044\u5834\u5408\u306e\u5224\u65ad\u306b\u5f79\u7acb\u3064\u304b\u3082\u3057\u308c\u306a\u3044\u3002<br \/>\n\u307e\u305f\u3001\u30e2\u30c7\u30eb\u304c\u906d\u9047\u3057\u305f\u53ef\u80fd\u6027\u306e\u3042\u308b\u30d0\u30a4\u30a2\u30b9\u306b\u3082\u5149\u3092\u5f53\u3066\u308b\u3002<br \/>\n\u30c7\u30b6\u30a4\u30f3\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff1a<br \/>\n\u7814\u7a76\u8005\u305f\u3061\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u52b9\u7387\u5316\u3057\u3001\u672c\u8cea\u7684\u306b\u7406\u89e3\u3057\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u306b\u96c6\u4e2d\u3057\u3066\u3044\u308b\u3002<br \/>\n\u9053\u5177\u4e00\u5f0f\uff1a<br \/>\n\u30b7\u30b9\u30c6\u30e0\u304c\u660e\u3089\u304b\u306b\u306a\u308b\u306b\u3064\u308c\u3066\u3001\u305d\u308c\u3089\u306e\u5b66\u7fd2\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306b\u7d44\u307f\u8fbc\u307f\u3001\u305d\u308c\u3089\u306e\u5b66\u7fd2\u3092\u4ed6\u306e\u4eba\u304c\u81ea\u5206\u306e\u30e2\u30c7\u30eb\u306b\u63a1\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3055\u3089\u306b\u6539\u5584\u3055\u308c\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Basic_Principles_of_Explainable_AI\"><\/span>\u8aac\u660e\u53ef\u80fd\u306aAI\u306e\u57fa\u672c\u539f\u5247<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7c73\u56fd\u56fd\u7acb\u6a19\u6e96\u7814\u7a76\u6240\uff08NIST\uff09\u306f\u3001\u6b21\u306e\u3053\u3068\u3092\u5b9a\u3081\u3066\u3044\u308b\u3002 <a href=\"https:\/\/www.nist.gov\/system\/files\/documents\/2020\/08\/17\/NIST%20Explainable%20AI%20Draft%20NISTIR8312%20%281%29.pdf\">\u8aac\u660e\u53ef\u80fd\u306a\u4eba\u5de5\u77e5\u80fd\u306e4\u539f\u5247<\/a> XAI\u3068\u306f\u4f55\u304b\u3092\u3055\u3089\u306b\u660e\u78ba\u306b\u3059\u308b\u305f\u3081\u306b\uff1a<\/p>\n<p>\u5404\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u30a8\u30d3\u30c7\u30f3\u30b9\u3001\u30b5\u30dd\u30fc\u30c8\u3001\u30ed\u30b8\u30c3\u30af\u300d\u306e\u5fc5\u8981\u6027\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u6e80\u305f\u3055\u308c\u308b\u306f\u305a\u3060\u3002<br \/>\nAI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u7d0d\u5f97\u3067\u304d\u308b\u8aac\u660e\u3092\u63d0\u4f9b\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<br \/>\n\u8aac\u660e\u306e\u6b63\u78ba\u3055\u3002AI\u30b7\u30b9\u30c6\u30e0\u304c\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u305f\u3069\u3063\u305f\u65b9\u6cd5\u306f\u3001\u8aac\u660e\u306b\u6b63\u78ba\u306b\u53cd\u6620\u3055\u308c\u308b\u3079\u304d\u3067\u3042\u308b\u3002<br \/>\n\u77e5\u8b58\u306e\u5883\u754c\u3002AI\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u305d\u308c\u304c\u69cb\u7bc9\u3055\u308c\u305f\u72b6\u6cc1\u306b\u304a\u3044\u3066\u306e\u307f\u6a5f\u80fd\u3059\u3079\u304d\u3067\u3042\u308a\u3001\u305d\u306e\u7d50\u679c\u306b\u5341\u5206\u306a\u78ba\u4fe1\u304c\u6301\u3066\u306a\u3044\u5834\u5408\u306b\u306f\u3001\u51fa\u529b\u3092\u51fa\u3059\u3053\u3068\u3092\u63a7\u3048\u308b\u3079\u304d\u3067\u3042\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_Explainable_AI\"><\/span>\u8aac\u660e\u53ef\u80fd\u306aAI\u306e\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>XAI\u304b\u3089\u5229\u76ca\u3092\u5f97\u3066\u3044\u308b\u5206\u91ce\u3084\u8077\u7a2e\u306f\u6570\u591a\u304f\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001XAI\u3092\u4f7f\u7528\u3057\u3066AI\u30b7\u30b9\u30c6\u30e0\u3092\u5f37\u5316\u3059\u308b\u4e3b\u8981\u306a\u30bf\u30b9\u30af\u3068\u30d3\u30b8\u30cd\u30b9\u5206\u91ce\u306e\u5229\u70b9\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Healthcare\"><\/span>\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u304a\u3051\u308bXAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u533b\u7642\u696d\u754c\u3067\u306fAI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u6d3b\u7528\u304c\u5e83\u304c\u3063\u3066\u3044\u308b\u3002  \u3057\u304b\u3057\u3001\u533b\u7642\u95a2\u4fc2\u8005\u306f\u5177\u4f53\u7684\u306a\u5224\u65ad\u3084\u4e88\u6e2c\u306e\u7406\u7531\u3092\u8aac\u660e\u3067\u304d\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3001AI\u6280\u8853\u3092\u3069\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3059\u308b\u304b\u306b\u306f\u5236\u7d04\u304c\u3042\u308b\u3002<\/p>\n<p>XAI\u306e\u52a9\u3051\u3092\u501f\u308a\u3066\u3001\u533b\u7642\u5c02\u9580\u5bb6\u306f\u3001\u3069\u306e\u60a3\u8005\u304c\u5165\u9662\u3092\u5fc5\u8981\u3068\u3059\u308b\u53ef\u80fd\u6027\u304c\u6700\u3082\u9ad8\u3044\u304b\u3001\u305d\u3057\u3066\u3069\u306e\u3088\u3046\u306a\u30b1\u30a2\u304c\u6700\u3082\u52b9\u679c\u7684\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u60c5\u5831\u304c\u5897\u3048\u305f\u3053\u3068\u3067\u3001\u533b\u5e2b\u306f\u610f\u601d\u6c7a\u5b9a\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Insurance\"><\/span>\u4fdd\u967a\u306b\u304a\u3051\u308bXAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4fdd\u967a\u5206\u91ce\u306f\u5927\u304d\u306a\u5f71\u97ff\u529b\u3092\u6301\u3064\u305f\u3081\u3001\u4fdd\u967a\u4f1a\u793e\u306fAI\u30b7\u30b9\u30c6\u30e0\u3092\u4fe1\u983c\u3057\u3001\u7406\u89e3\u3057\u3001\u76e3\u67fb\u3057\u3066\u3001\u305d\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002XAI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4fdd\u967a\u4f1a\u793e\u306f\u898b\u7a4d\u3082\u308a\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u9867\u5ba2\u7372\u5f97\u306e\u6539\u5584\u3001\u751f\u7523\u6027\u306e\u5411\u4e0a\u3001\u30af\u30ec\u30fc\u30e0\u7387\u306e\u4f4e\u4e0b\u3001\u52b9\u7387\u6027\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Financial_Services\"><\/span>\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3051\u308bXAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u91d1\u878d\u5206\u91ce\u306e\u4f01\u696d\u306fXAI\u3092\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u3002\u5f7c\u3089\u306f\u9867\u5ba2\u306b\u7d4c\u6e08\u7684\u306a\u5b89\u5168\u3001\u304a\u91d1\u306b\u95a2\u3059\u308b\u610f\u8b58\u3001\u304a\u91d1\u306e\u7ba1\u7406\u3092\u4e0e\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306fXAI\u3092\u5229\u7528\u3057\u3066\u3001\u9867\u5ba2\u3084\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u516c\u6b63\u3067\u504f\u308a\u306e\u306a\u3044\u3001\u7406\u89e3\u3057\u3084\u3059\u3044\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002\u3055\u3089\u306b\u3001\u91d1\u878d\u6a5f\u95a2\u306f\u69d8\u3005\u306a\u898f\u5236\u7fa9\u52d9\u3078\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u3001\u9053\u5fb3\u7684\u3067\u516c\u6b63\u306a\u539f\u5247\u306e\u9075\u5b88\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>XAI\u306f\u3001\u3088\u308a\u826f\u3044\u5e02\u5834\u4e88\u6e2c\u3001\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u516c\u5e73\u6027\u306e\u4fdd\u8a3c\u3001\u8aa4\u691c\u51fa\u3092\u907f\u3051\u308b\u305f\u3081\u306e\u76d7\u96e3\u306b\u95a2\u9023\u3059\u308b\u7279\u5fb4\u306e\u7279\u5b9a\u3001AI\u306e\u504f\u308a\u3084\u30a8\u30e9\u30fc\u306b\u3088\u3063\u3066\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u8cbb\u7528\u306e\u524a\u6e1b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u70b9\u3067\u91d1\u878d\u30bb\u30af\u30bf\u30fc\u3092\u652f\u63f4\u3059\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6d88\u8cbb\u8005\u3084\u610f\u601d\u6c7a\u5b9a\u8005\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u4e88\u6e2c\u5206\u6790\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u5224\u65ad\u3092\u4e0b\u3059\u306e\u304b\u3092\u7406\u89e3\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u540c\u69d8\u306b\u3001\u7d44\u7e54\u306f\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3057\u305f\u30e2\u30c7\u30eb\u306b\u76f2\u76ee\u7684\u306b\u4f9d\u5b58\u3059\u308b\u3053\u3068\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001AI\u304c\u3069\u306e\u3088\u3046\u306b\u5224\u65ad\u3092\u4e0b\u3059\u306e\u304b\u3092\u7406\u89e3\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u8aac\u660e\u53ef\u80fd\u306aAI\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5bfe\u3059\u308b\u4eba\u9593\u306e\u7406\u89e3\u3068\u8aac\u660e\u3092\u52a9\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u502b\u7406\u7684\u3067\u8cac\u4efb\u3042\u308bAI\u3092\u78ba\u7acb\u3059\u308b\u305f\u3081\u306e\u5fc5\u8981\u6761\u4ef6\u306e\u3072\u3068\u3064\u3067\u3042\u308b\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>What Makes AI Explainable? Artificial intelligence (AI) applications have exploded due to machine learning&#8217;s success. Future developments should result in autonomous systems that can perceive, learn, make decisions, and act. However, the incapacity of these systems&#8217; machines to justify their choices and behaviors to human users limits their usefulness. Therefore, we must develop intelligent, autonomous, and symbiotic systems to meet the issues we face. AI is applied in many industries today, including those that directly affect people&#8217;s lives, like healthcare, banking, and even justice. We require them to justify their actions and the factors that led to their decisions if we can trust computer decisions in these sectors. This post [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4824,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125],"tags":[],"class_list":["post-4823","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Makes AI Explainable? - Skim AI<\/title>\n<meta name=\"description\" content=\"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/ai\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u30d6\u30ed\u30b0\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Makes AI Explainable? - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ja\/ai\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u30d6\u30ed\u30b0\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-05T00:32:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T22:27:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"4\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"What Makes AI Explainable?\",\"datePublished\":\"2022-12-05T00:32:25+00:00\",\"dateModified\":\"2024-04-29T22:27:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/\"},\"wordCount\":732,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg\",\"articleSection\":[\"Enterprise AI\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/\",\"url\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/\",\"name\":\"What Makes AI Explainable? - Skim AI\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg\",\"datePublished\":\"2022-12-05T00:32:25+00:00\",\"dateModified\":\"2024-04-29T22:27:40+00:00\",\"description\":\"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?\",\"breadcrumb\":{\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage\",\"url\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg\",\"contentUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg\",\"width\":2560,\"height\":1440,\"caption\":\"cover6 scaled\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/skimai.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What Makes AI Explainable?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/skimai.com\/uk\/#website\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"name\":\"Skim AI\",\"description\":\"The AI Agent Workforce Platform\",\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/skimai.com\/uk\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/skimai.com\/uk\/#organization\",\"name\":\"Skim AI\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"contentUrl\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"width\":194,\"height\":58,\"caption\":\"Skim AI\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/skim-ai\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\",\"name\":\"Greggory Elias\",\"url\":\"https:\/\/skimai.com\/ja\/author\/gregg\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u306f\u4f55\u304b\uff1f- \u30b9\u30ad\u30e0AI","description":"\u6a5f\u68b0\u5b66\u7fd2\u306e\u6210\u529f\u306b\u3088\u308a\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u7206\u767a\u7684\u306b\u5897\u3048\u305f\u304c\u3001AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3057\u305f\u306e\u306f\u4e00\u4f53\u4f55\u306a\u306e\u3060\u308d\u3046\u304b\uff1f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/skimai.com\/ja\/ai\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u30d6\u30ed\u30b0\/","og_locale":"ja_JP","og_type":"article","og_title":"What Makes AI Explainable? - Skim AI","og_description":"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?","og_url":"https:\/\/skimai.com\/ja\/ai\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u30d6\u30ed\u30b0\/","og_site_name":"Skim AI","article_published_time":"2022-12-05T00:32:25+00:00","article_modified_time":"2024-04-29T22:27:40+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg","type":"image\/jpeg"}],"author":"Greggory Elias","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"Greggory Elias","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"4\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#article","isPartOf":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/"},"author":{"name":"Greggory Elias","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6"},"headline":"What Makes AI Explainable?","datePublished":"2022-12-05T00:32:25+00:00","dateModified":"2024-04-29T22:27:40+00:00","mainEntityOfPage":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/"},"wordCount":732,"publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"image":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg","articleSection":["Enterprise AI"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/","url":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/","name":"AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u306f\u4f55\u304b\uff1f- \u30b9\u30ad\u30e0AI","isPartOf":{"@id":"https:\/\/skimai.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage"},"image":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg","datePublished":"2022-12-05T00:32:25+00:00","dateModified":"2024-04-29T22:27:40+00:00","description":"\u6a5f\u68b0\u5b66\u7fd2\u306e\u6210\u529f\u306b\u3088\u308a\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u7206\u767a\u7684\u306b\u5897\u3048\u305f\u304c\u3001AI\u3092\u8aac\u660e\u53ef\u80fd\u306b\u3057\u305f\u306e\u306f\u4e00\u4f53\u4f55\u306a\u306e\u3060\u308d\u3046\u304b\uff1f","breadcrumb":{"@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/skimai.com\/blog-what-makes-ai-explainable\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#primaryimage","url":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg","contentUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover6-scaled.jpg","width":2560,"height":1440,"caption":"cover6 scaled"},{"@type":"BreadcrumbList","@id":"https:\/\/skimai.com\/blog-what-makes-ai-explainable\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/skimai.com\/"},{"@type":"ListItem","position":2,"name":"What Makes AI Explainable?"}]},{"@type":"WebSite","@id":"https:\/\/skimai.com\/uk\/#website","url":"https:\/\/skimai.com\/uk\/","name":"\u30b9\u30ad\u30e0AI","description":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0","publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/skimai.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/skimai.com\/uk\/#organization","name":"\u30b9\u30ad\u30e0AI","url":"https:\/\/skimai.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/","url":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","contentUrl":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","width":194,"height":58,"caption":"Skim AI"},"image":{"@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/skim-ai"]},{"@type":"Person","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6","name":"\u30b0\u30ec\u30b4\u30ea\u30fc\u30fb\u30a8\u30ea\u30a2\u30b9","url":"https:\/\/skimai.com\/ja\/author\/gregg\/"}]}},"_links":{"self":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts\/4823","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/users\/1003"}],"replies":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/comments?post=4823"}],"version-history":[{"count":0,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts\/4823\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/media\/4824"}],"wp:attachment":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/media?parent=4823"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/categories?post=4823"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/tags?post=4823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}