\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0f\u6ce8\u8996\uff09\u3068\u533f\u540d\u5316\u306e\u91cd\u8981\u6027 \u2015 XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u793a\u5506<\/title>\n<style>\nbody { font-family: \"Hiragino Sans\", \"Segoe UI\", sans-serif; line-height: 1.8; margin: 40px; background: #fafafa; color:#222; }\nh1, h2, h3 { color: #333; margin-top: 1.5em; }\np { margin: 0.7em 0; }\nblockquote { background:#fff; border-left:4px solid #ccc; padding:0.5em 1em; margin:1em 0; }\ncode { background:#eee; padding:2px 5px; border-radius:4px; }\na { color:#0645ad; text-decoration:none; }\na:hover { text-decoration:underline; }\ntable { border-collapse:collapse; width:100%; margin:1.2em 0; }\nth, td { border:1px solid #ccc; padding:0.6em; }\nth { background:#f3f3f3; }\n<\/style>\n<\/head>\n<body>\n\n\n<p>\n\u4eba\u304c\u300c\u3069\u3053\u3092\u898b\u308b\u304b\u300d\u3092\u793a\u3059\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0fgaze\uff09\u306f\u3001UI\/UX\u7814\u7a76\u3001\u5e83\u544a\u52b9\u679c\u6e2c\u5b9a\u3001XR\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u306a\u60c5\u5831\u3067\u3059\u3002\n\u305f\u3060\u3057\u3001\u3053\u306e\u30c7\u30fc\u30bf\u306f\u500b\u4eba\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u3001\u533f\u540d\u6027\u3092\u62c5\u4fdd\u3057\u306a\u3044\u307e\u307e\u516c\u958b\u3059\u308c\u3070**\u307b\u307c\u78ba\u5b9f\u306b\u500b\u4eba\u8b58\u5225\u304c\u53ef\u80fd**\u3067\u3059\u3002\n\u4ee5\u4e0b\u306b\u3001\u306a\u305c\u533f\u540d\u5316\u304c\u5fc5\u9808\u306a\u306e\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u5bfe\u5fdc\u3059\u3079\u304d\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002\n<\/p>\n\n<hr>\n\n<h2>1. \u8996\u7dda\u30c7\u30fc\u30bf\u304c\u300c\u5f37\u3044\u500b\u4eba\u60c5\u5831\u300d\u3067\u3042\u308b\u7406\u7531<\/h2>\n<ul>\n <li>VR\u306a\u3069\u306e\u74b0\u5883\u4e0b\u3067\u306f\u8996\u7dda\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306b\u3088\u308a**\u518d\u8b58\u5225\u7387\u304c85%\u306b\u9054\u3059\u308b**\u3068\u306e\u5831\u544a\u304c\u3042\u308a\u307e\u3059\uff08\u4f8b\uff1aDavid-John\u3089\u306e2021\u5e74\u7814\u7a76\uff09\u3002 \n \u51fa\u5178\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">A privacy-preserving approach to streaming eye-tracking data<\/a><\/li>\n <li>\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\uff08DP\uff09\u306a\u3069\u3092\u4f7f\u3063\u3066\u3082\u3001\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u3092\u4fdd\u3061\u3064\u3064\u500b\u4eba\u7279\u5b9a\u30ea\u30b9\u30af\u3092\u4e0b\u3052\u308b\u306e\u306f\u96e3\u3057\u3044\u30c6\u30fc\u30de\u3067\u3059\u3002<\/li>\n<\/ul>\n\n<blockquote>\n\u300c\u81ea\u7136\u306a\u8996\u7dda\u3067\u3082**85%\u306e\u8b58\u5225\u7387**\u304c\u8a18\u9332\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8a2d\u8a08\u304c\u5fc5\u9808\u3060\u300d \n\uff08David-John\u3089\u30012021\u5e74\uff09 \n<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">[2021 \/ arXiv]<\/a>\n<\/blockquote>\n\n<hr>\n\n<h2>2. \u533f\u540d\u5316\u6280\u8853\u306e\u6700\u65b0\u52d5\u5411<\/h2>\n\n<h3>2.1 \u30ce\u30a4\u30ba\u6ce8\u5165\u578b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08Autoencoder\uff09<\/h3>\n<p>\nTexas State University\u306e\u7814\u7a76\u3067\u3001\u6f5c\u5728\u7a7a\u9593\u306b\u30ce\u30a4\u30ba\u3092\u6ce8\u5165\u3059\u308bAutoencoder\u306b\u3088\u308a\u3001**\u518d\u8b58\u5225\u3092\u5927\u5e45\u306b\u6291\u3048\u3064\u3064\u6ce8\u8996\u4e88\u6e2c\u306a\u3069\u306e\u6027\u80fd\u3092\u307b\u307c\u7dad\u6301\u3059\u308b**\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u307e\u3057\u305f\u3002 \n<a href=\"https:\/\/arxiv.org\/abs\/2508.10918\" target=\"_blank\">Privacy Enhancement for Gaze Data Using a Noise-Infused Autoencoder<\/a>\n\u3002<\/p>\n\n<blockquote>\n\u300c\u500b\u4eba\u8b58\u5225\u6027\u3092\u6291\u3048\u306a\u304c\u3089\u3001\u4e0b\u6d41\u30bf\u30b9\u30af\u306e\u6709\u7528\u6027\u3092\u307b\u3068\u3093\u3069\u843d\u3068\u3055\u306a\u3044\u300d \n\uff08Aziz & Komogortsev, 2025\uff09 \n<a href=\"https:\/\/arxiv.org\/abs\/2508.10918\" target=\"_blank\">[2025 \/ arXiv]<\/a>\n<\/blockquote>\n\n<h3>2.2 \u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\uff08Differential Privacy\uff09\u3092\u7528\u3044\u305f\u7814\u7a76<\/h3>\n<p>\n\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8996\u7dda\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u3001\u6027\u5225\u306a\u3069\u306e\u5c5e\u6027\u63a8\u6e2c\u3092\u9632\u304e\u3064\u3064\u6ce8\u8996\u5206\u985e\u306a\u3069\u306e\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u305f\u4f8b\u3082\u3042\u308a\u307e\u3059\u3002 \n<a href=\"https:\/\/arxiv.org\/abs\/1812.08000\" target=\"_blank\">Privacy-Aware Eye Tracking Using Differential Privacy<\/a>\uff08Steil\u3089, 2019\uff09<\/p>\n\n<h3>2.3 k-\u533f\u540d\u5316\u30fb\u7591\u4f3c\u533f\u540d\u5316\uff08Plausible Deniability\uff09<\/h3>\n<p>\n\u8996\u7dda\u30c7\u30fc\u30bf\u3092k-\u533f\u540d\u5316\u3057\u3001\u300ck\u4eba\u306e\u3046\u3061\u8ab0\u304b\u306b\u3057\u304b\u898b\u3048\u306a\u3044\u300d\u3088\u3046\u306b\u3059\u308b\u624b\u6cd5\u3002VR\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u518d\u8b58\u5225\u3092\u6291\u3048\u3064\u3064\u5229\u7528\u6027\u3092\u78ba\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002 \n\u51fa\u5178\uff1a<a href=\"https:\/\/www.cise.ufl.edu\/~butler\/pubs\/tvcg23-davidjohn.pdf\" target=\"_blank\">David-John\u3089\u306b\u3088\u308bk-\u533f\u540d\uff0fPlausible Deniability\u7814\u7a76<\/a><\/p>\n\n<hr>\n\n<h2>3. XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u5fdc\u7528\u30a4\u30f3\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/h2>\n\n<h3>XR\uff08AR\/VR\/MR\uff09<\/h3>\n<ul>\n <li>\u8996\u7dda\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3068\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u306e\u4e3b\u8981\u5165\u529b\u306a\u306e\u3067\u3001**\u7aef\u672b\u5185\u3067\u533f\u540d\u5316 \u2192 \u5916\u90e8\u306b\u306f\u96c6\u8a08\u30fb\u533f\u540d\u7279\u5fb4\u306e\u307f\u3092\u9001\u4fe1**\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n <li>David-John\u3089\u306e\u7814\u7a76\u306f\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u74b0\u5883\u3067\u306e\u533f\u540d\u5316\u8a2d\u8a08\uff08Gatekeeper\u8a2d\u8a08\uff09\u3092\u5148\u5c0e\u3057\u3066\u3044\u307e\u3059\u3002 \n \u51fa\u5178\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">[2021 \/ arXiv]<\/a><\/li>\n<\/ul>\n\n<h3>\u5e83\u544a\uff08Attention Economy\uff09<\/h3>\n<ul>\n <li>\u8996\u7dda\u30c7\u30fc\u30bf\u306f\u300c\u672c\u5f53\u306b\u898b\u305f\u304b\u300d\u3092\u6e2c\u308b\u91cd\u8981\u306aKPI\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u500b\u4eba\u8b58\u5225\u306e\u5371\u967a\u304c\u3042\u308b\u305f\u3081\u3001**\u500b\u5225\u516c\u958b\u3067\u306f\u306a\u304f\u533f\u540d\u96c6\u8a08\u304c\u57fa\u672c**\u3067\u3059\u3002<\/li>\n<\/ul>\n\n<h3>UI\/UX\u5206\u6790<\/h3>\n<ul>\n <li>\u6ce8\u8996\u9818\u57df\uff08AOI\uff09\u5206\u6790\u3084\u30e6\u30fc\u30b6\u30fc\u30d5\u30a1\u30cd\u30eb\u89e3\u6790\u306f\u5f37\u529b\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001**\u500b\u7968\u306e\u751f\u30c7\u30fc\u30bf\u516c\u958b\u306f\u907f\u3051\u3001\u96c6\u8a08\u6307\u6a19\u306e\u5171\u6709\u306b\u3068\u3069\u3081\u308b**\u904b\u7528\u304c\u671b\u307e\u3057\u3044\u3002<\/li>\n<\/ul>\n\n<hr>\n\n<h2>4. \u5b9f\u52d9\u4e0a\u306e\u307e\u3068\u3081\uff1a\u306a\u305c\u4eca\u3001\u533f\u540d\u5316\u304c\u300c\u5fc5\u9808\u300d\u306a\u306e\u304b<\/h2>\n<ul>\n <li>XR\u30c7\u30d0\u30a4\u30b9\u304c\u65e5\u5e38\u5316\u3057\u3001\u8996\u7dda\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u5229\u7528\u304c\u6025\u62e1\u5927\u3057\u3066\u3044\u308b\u3002<\/li>\n <li>\u5e83\u544a\u696d\u754c\u3067\u306f\u3001\u5e83\u544a\u52b9\u679c\u306e\u30ab\u30ae\u3068\u306a\u308b\u300c\u6ce8\u8996\u6307\u6a19\u300d\u304c\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u885d\u7a81\u3057\u3066\u3044\u308b\u3002<\/li>\n <li>\u6cd5\u898f\u5236\uff08GDPR\u7b49\uff09\u3067\u306f\u500b\u4eba\u884c\u52d5\u30c7\u30fc\u30bf\u306e\u533f\u540d\u5316\u304c\u65e2\u306b\u6c42\u3081\u3089\u308c\u308b\u6d41\u308c\u3002<\/li>\n<\/ul>\n\n<h2>5. \u307e\u3068\u3081\uff08\u5b9f\u88c5\u8005\u5411\u3051\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\uff09<\/h2>\n<ol>\n <li>\u7aef\u672b\uff08VR\u30d8\u30c3\u30c9\u30bb\u30c3\u30c8\u306a\u3069\uff09\u5185\u3067\u8996\u7dda\u30c7\u30fc\u30bf\u3092**\u533f\u540d\u5316\u51e6\u7406**\u3057\u3001\u5916\u90e8\u306b\u306f**\u533f\u540d\u7279\u5fb4\u307e\u305f\u306f\u96c6\u8a08\u5024\u306e\u307f\u3092\u9001\u308b**\u3002<\/li>\n <li>\u516c\u958b\u3059\u308b\u30c7\u30fc\u30bf\u306f\u300c\u5408\u6210\u30c7\u30fc\u30bf\u300d\u307e\u305f\u306f\u300c\u533f\u540d\u5316\u6e08\u307f\u7279\u5fb4\u91cf\u300d\u300c\u8a55\u4fa1API\u5f62\u5f0f\u300d\u3067\u751f\u30c7\u30fc\u30bf\u306f\u7d76\u5bfe\u306b\u51fa\u3055\u306a\u3044\u3002<\/li>\n <li>\u5b9a\u671f\u7684\u306b\u518d\u8b58\u5225\u30d9\u30f3\u30c1\uff08\u8b58\u5225\u7387\u6e2c\u5b9a\uff09\u3092\u5b9f\u65bd\u3057\u3001\u533f\u540d\u5316\u306e\u52b9\u679c\u3092\u691c\u8a3c\u3059\u308b\u3002<\/li>\n <li>\u5229\u7528\u6642\u306b\u306f\u5fc5\u305a**\u660e\u793a\u7684\u306a\u540c\u610f\u53d6\u5f97**\u3068**\u30c7\u30fc\u30bf\u4fdd\u8b77\u306e\u8a2d\u8a08\u6587\u66f8\uff08DPIA\uff09**\u3092\u6574\u5099\u3059\u308b\u3002<\/li>\n<\/ol>\n\n<p>\n\u8996\u7dda\u30c7\u30fc\u30bf\u306f\u3001UX\u30fb\u5e83\u544a\u30fbXR\u306e\u672a\u6765\u306b\u304a\u3051\u308b\u91cd\u8981\u8cc7\u7523\u3067\u3059\u304c\u3001\u540c\u6642\u306b\u300c\u6271\u3044\u3092\u8aa4\u308c\u3070\u30ea\u30b9\u30af\u305d\u306e\u3082\u306e\u300d\u306b\u3082\u306a\u308b\u30c7\u30ea\u30b1\u30fc\u30c8\u306a\u60c5\u5831\u3067\u3059\u3002\n\u533f\u540d\u5316\u8a2d\u8a08\u3053\u305d\u304c\u201c\u4f7f\u3048\u308b\u672a\u6765\u201d\u3092\u3064\u304f\u308b\u9375\u3067\u3059\u3002<br>\u00a9\u30d3\u30fc\u30ca\u30ec\u30c3\u30b8\u30c7\u30b6\u30a4\u30f3\n<\/p>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0f\u6ce8\u8996\uff09\u3068\u533f\u540d\u5316\u306e\u91cd\u8981\u6027 \u2015 XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u793a\u5506 \u4eba\u304c\u300c\u3069\u3053\u3092\u898b\u308b\u304b\u300d\u3092\u793a\u3059\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0fgaze\uff09\u306f\u3001UI\/UX\u7814\u7a76\u3001\u5e83\u544a\u52b9\u679c\u6e2c\u5b9a\u3001XR\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u306a\u60c5\u5831\u3067\u3059\u3002 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[68,24],"tags":[40,41],"class_list":["post-1612","post","type-post","status-publish","format-standard","hentry","category-68","category-24","tag-40","tag-41"],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1612"}],"version-history":[{"count":4,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612\/revisions"}],"predecessor-version":[{"id":1616,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612\/revisions\/1616"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":1612,"date":"2025-08-19T10:12:49","date_gmt":"2025-08-19T01:12:49","guid":{"rendered":"https:\/\/beeknowledge.co.jp\/?p=1612"},"modified":"2025-08-19T10:12:50","modified_gmt":"2025-08-19T01:12:50","slug":"%e8%a6%96%e7%b7%9a%e3%83%87%e3%83%bc%e3%82%bf%ef%bc%88%e3%82%b5%e3%83%aa%e3%82%a8%e3%83%b3%e3%82%b7%e3%83%bc%ef%bc%8f%e6%b3%a8%e8%a6%96%ef%bc%89%e3%81%a8%e5%8c%bf%e5%90%8d%e5%8c%96%e3%81%ae%e5%bf%85","status":"publish","type":"post","link":"https:\/\/beeknowledge.co.jp\/?p=1612","title":{"rendered":"\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0f\u6ce8\u8996\uff09\u3068\u533f\u540d\u5316\u306e\u5fc5\u8981\u6027 \u2015 XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u793a\u5506"},"content":{"rendered":"\n\n\n\n\n\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0f\u6ce8\u8996\uff09\u3068\u533f\u540d\u5316\u306e\u91cd\u8981\u6027 \u2015 XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u793a\u5506<\/title>\n<style>\nbody { font-family: \"Hiragino Sans\", \"Segoe UI\", sans-serif; line-height: 1.8; margin: 40px; background: #fafafa; color:#222; }\nh1, h2, h3 { color: #333; margin-top: 1.5em; }\np { margin: 0.7em 0; }\nblockquote { background:#fff; border-left:4px solid #ccc; padding:0.5em 1em; margin:1em 0; }\ncode { background:#eee; padding:2px 5px; border-radius:4px; }\na { color:#0645ad; text-decoration:none; }\na:hover { text-decoration:underline; }\ntable { border-collapse:collapse; width:100%; margin:1.2em 0; }\nth, td { border:1px solid #ccc; padding:0.6em; }\nth { background:#f3f3f3; }\n<\/style>\n<\/head>\n<body>\n\n\n<p>\n\u4eba\u304c\u300c\u3069\u3053\u3092\u898b\u308b\u304b\u300d\u3092\u793a\u3059\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0fgaze\uff09\u306f\u3001UI\/UX\u7814\u7a76\u3001\u5e83\u544a\u52b9\u679c\u6e2c\u5b9a\u3001XR\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u306a\u60c5\u5831\u3067\u3059\u3002\n\u305f\u3060\u3057\u3001\u3053\u306e\u30c7\u30fc\u30bf\u306f\u500b\u4eba\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u3001\u533f\u540d\u6027\u3092\u62c5\u4fdd\u3057\u306a\u3044\u307e\u307e\u516c\u958b\u3059\u308c\u3070**\u307b\u307c\u78ba\u5b9f\u306b\u500b\u4eba\u8b58\u5225\u304c\u53ef\u80fd**\u3067\u3059\u3002\n\u4ee5\u4e0b\u306b\u3001\u306a\u305c\u533f\u540d\u5316\u304c\u5fc5\u9808\u306a\u306e\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u5bfe\u5fdc\u3059\u3079\u304d\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002\n<\/p>\n\n<hr>\n\n<h2>1. \u8996\u7dda\u30c7\u30fc\u30bf\u304c\u300c\u5f37\u3044\u500b\u4eba\u60c5\u5831\u300d\u3067\u3042\u308b\u7406\u7531<\/h2>\n<ul>\n <li>VR\u306a\u3069\u306e\u74b0\u5883\u4e0b\u3067\u306f\u8996\u7dda\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u306b\u3088\u308a**\u518d\u8b58\u5225\u7387\u304c85%\u306b\u9054\u3059\u308b**\u3068\u306e\u5831\u544a\u304c\u3042\u308a\u307e\u3059\uff08\u4f8b\uff1aDavid-John\u3089\u306e2021\u5e74\u7814\u7a76\uff09\u3002 \n \u51fa\u5178\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">A privacy-preserving approach to streaming eye-tracking data<\/a><\/li>\n <li>\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\uff08DP\uff09\u306a\u3069\u3092\u4f7f\u3063\u3066\u3082\u3001\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u3092\u4fdd\u3061\u3064\u3064\u500b\u4eba\u7279\u5b9a\u30ea\u30b9\u30af\u3092\u4e0b\u3052\u308b\u306e\u306f\u96e3\u3057\u3044\u30c6\u30fc\u30de\u3067\u3059\u3002<\/li>\n<\/ul>\n\n<blockquote>\n\u300c\u81ea\u7136\u306a\u8996\u7dda\u3067\u3082**85%\u306e\u8b58\u5225\u7387**\u304c\u8a18\u9332\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8a2d\u8a08\u304c\u5fc5\u9808\u3060\u300d \n\uff08David-John\u3089\u30012021\u5e74\uff09 \n<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">[2021 \/ arXiv]<\/a>\n<\/blockquote>\n\n<hr>\n\n<h2>2. \u533f\u540d\u5316\u6280\u8853\u306e\u6700\u65b0\u52d5\u5411<\/h2>\n\n<h3>2.1 \u30ce\u30a4\u30ba\u6ce8\u5165\u578b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08Autoencoder\uff09<\/h3>\n<p>\nTexas State University\u306e\u7814\u7a76\u3067\u3001\u6f5c\u5728\u7a7a\u9593\u306b\u30ce\u30a4\u30ba\u3092\u6ce8\u5165\u3059\u308bAutoencoder\u306b\u3088\u308a\u3001**\u518d\u8b58\u5225\u3092\u5927\u5e45\u306b\u6291\u3048\u3064\u3064\u6ce8\u8996\u4e88\u6e2c\u306a\u3069\u306e\u6027\u80fd\u3092\u307b\u307c\u7dad\u6301\u3059\u308b**\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u307e\u3057\u305f\u3002 \n<a href=\"https:\/\/arxiv.org\/abs\/2508.10918\" target=\"_blank\">Privacy Enhancement for Gaze Data Using a Noise-Infused Autoencoder<\/a>\n\u3002<\/p>\n\n<blockquote>\n\u300c\u500b\u4eba\u8b58\u5225\u6027\u3092\u6291\u3048\u306a\u304c\u3089\u3001\u4e0b\u6d41\u30bf\u30b9\u30af\u306e\u6709\u7528\u6027\u3092\u307b\u3068\u3093\u3069\u843d\u3068\u3055\u306a\u3044\u300d \n\uff08Aziz & Komogortsev, 2025\uff09 \n<a href=\"https:\/\/arxiv.org\/abs\/2508.10918\" target=\"_blank\">[2025 \/ arXiv]<\/a>\n<\/blockquote>\n\n<h3>2.2 \u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\uff08Differential Privacy\uff09\u3092\u7528\u3044\u305f\u7814\u7a76<\/h3>\n<p>\n\u5dee\u5206\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8996\u7dda\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u3001\u6027\u5225\u306a\u3069\u306e\u5c5e\u6027\u63a8\u6e2c\u3092\u9632\u304e\u3064\u3064\u6ce8\u8996\u5206\u985e\u306a\u3069\u306e\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u305f\u4f8b\u3082\u3042\u308a\u307e\u3059\u3002 \n<a href=\"https:\/\/arxiv.org\/abs\/1812.08000\" target=\"_blank\">Privacy-Aware Eye Tracking Using Differential Privacy<\/a>\uff08Steil\u3089, 2019\uff09<\/p>\n\n<h3>2.3 k-\u533f\u540d\u5316\u30fb\u7591\u4f3c\u533f\u540d\u5316\uff08Plausible Deniability\uff09<\/h3>\n<p>\n\u8996\u7dda\u30c7\u30fc\u30bf\u3092k-\u533f\u540d\u5316\u3057\u3001\u300ck\u4eba\u306e\u3046\u3061\u8ab0\u304b\u306b\u3057\u304b\u898b\u3048\u306a\u3044\u300d\u3088\u3046\u306b\u3059\u308b\u624b\u6cd5\u3002VR\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u518d\u8b58\u5225\u3092\u6291\u3048\u3064\u3064\u5229\u7528\u6027\u3092\u78ba\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002 \n\u51fa\u5178\uff1a<a href=\"https:\/\/www.cise.ufl.edu\/~butler\/pubs\/tvcg23-davidjohn.pdf\" target=\"_blank\">David-John\u3089\u306b\u3088\u308bk-\u533f\u540d\uff0fPlausible Deniability\u7814\u7a76<\/a><\/p>\n\n<hr>\n\n<h2>3. XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u5fdc\u7528\u30a4\u30f3\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/h2>\n\n<h3>XR\uff08AR\/VR\/MR\uff09<\/h3>\n<ul>\n <li>\u8996\u7dda\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3068\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u306e\u4e3b\u8981\u5165\u529b\u306a\u306e\u3067\u3001**\u7aef\u672b\u5185\u3067\u533f\u540d\u5316 \u2192 \u5916\u90e8\u306b\u306f\u96c6\u8a08\u30fb\u533f\u540d\u7279\u5fb4\u306e\u307f\u3092\u9001\u4fe1**\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n <li>David-John\u3089\u306e\u7814\u7a76\u306f\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u74b0\u5883\u3067\u306e\u533f\u540d\u5316\u8a2d\u8a08\uff08Gatekeeper\u8a2d\u8a08\uff09\u3092\u5148\u5c0e\u3057\u3066\u3044\u307e\u3059\u3002 \n \u51fa\u5178\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2102.01770\" target=\"_blank\">[2021 \/ arXiv]<\/a><\/li>\n<\/ul>\n\n<h3>\u5e83\u544a\uff08Attention Economy\uff09<\/h3>\n<ul>\n <li>\u8996\u7dda\u30c7\u30fc\u30bf\u306f\u300c\u672c\u5f53\u306b\u898b\u305f\u304b\u300d\u3092\u6e2c\u308b\u91cd\u8981\u306aKPI\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u500b\u4eba\u8b58\u5225\u306e\u5371\u967a\u304c\u3042\u308b\u305f\u3081\u3001**\u500b\u5225\u516c\u958b\u3067\u306f\u306a\u304f\u533f\u540d\u96c6\u8a08\u304c\u57fa\u672c**\u3067\u3059\u3002<\/li>\n<\/ul>\n\n<h3>UI\/UX\u5206\u6790<\/h3>\n<ul>\n <li>\u6ce8\u8996\u9818\u57df\uff08AOI\uff09\u5206\u6790\u3084\u30e6\u30fc\u30b6\u30fc\u30d5\u30a1\u30cd\u30eb\u89e3\u6790\u306f\u5f37\u529b\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001**\u500b\u7968\u306e\u751f\u30c7\u30fc\u30bf\u516c\u958b\u306f\u907f\u3051\u3001\u96c6\u8a08\u6307\u6a19\u306e\u5171\u6709\u306b\u3068\u3069\u3081\u308b**\u904b\u7528\u304c\u671b\u307e\u3057\u3044\u3002<\/li>\n<\/ul>\n\n<hr>\n\n<h2>4. \u5b9f\u52d9\u4e0a\u306e\u307e\u3068\u3081\uff1a\u306a\u305c\u4eca\u3001\u533f\u540d\u5316\u304c\u300c\u5fc5\u9808\u300d\u306a\u306e\u304b<\/h2>\n<ul>\n <li>XR\u30c7\u30d0\u30a4\u30b9\u304c\u65e5\u5e38\u5316\u3057\u3001\u8996\u7dda\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u5229\u7528\u304c\u6025\u62e1\u5927\u3057\u3066\u3044\u308b\u3002<\/li>\n <li>\u5e83\u544a\u696d\u754c\u3067\u306f\u3001\u5e83\u544a\u52b9\u679c\u306e\u30ab\u30ae\u3068\u306a\u308b\u300c\u6ce8\u8996\u6307\u6a19\u300d\u304c\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u885d\u7a81\u3057\u3066\u3044\u308b\u3002<\/li>\n <li>\u6cd5\u898f\u5236\uff08GDPR\u7b49\uff09\u3067\u306f\u500b\u4eba\u884c\u52d5\u30c7\u30fc\u30bf\u306e\u533f\u540d\u5316\u304c\u65e2\u306b\u6c42\u3081\u3089\u308c\u308b\u6d41\u308c\u3002<\/li>\n<\/ul>\n\n<h2>5. \u307e\u3068\u3081\uff08\u5b9f\u88c5\u8005\u5411\u3051\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\uff09<\/h2>\n<ol>\n <li>\u7aef\u672b\uff08VR\u30d8\u30c3\u30c9\u30bb\u30c3\u30c8\u306a\u3069\uff09\u5185\u3067\u8996\u7dda\u30c7\u30fc\u30bf\u3092**\u533f\u540d\u5316\u51e6\u7406**\u3057\u3001\u5916\u90e8\u306b\u306f**\u533f\u540d\u7279\u5fb4\u307e\u305f\u306f\u96c6\u8a08\u5024\u306e\u307f\u3092\u9001\u308b**\u3002<\/li>\n <li>\u516c\u958b\u3059\u308b\u30c7\u30fc\u30bf\u306f\u300c\u5408\u6210\u30c7\u30fc\u30bf\u300d\u307e\u305f\u306f\u300c\u533f\u540d\u5316\u6e08\u307f\u7279\u5fb4\u91cf\u300d\u300c\u8a55\u4fa1API\u5f62\u5f0f\u300d\u3067\u751f\u30c7\u30fc\u30bf\u306f\u7d76\u5bfe\u306b\u51fa\u3055\u306a\u3044\u3002<\/li>\n <li>\u5b9a\u671f\u7684\u306b\u518d\u8b58\u5225\u30d9\u30f3\u30c1\uff08\u8b58\u5225\u7387\u6e2c\u5b9a\uff09\u3092\u5b9f\u65bd\u3057\u3001\u533f\u540d\u5316\u306e\u52b9\u679c\u3092\u691c\u8a3c\u3059\u308b\u3002<\/li>\n <li>\u5229\u7528\u6642\u306b\u306f\u5fc5\u305a**\u660e\u793a\u7684\u306a\u540c\u610f\u53d6\u5f97**\u3068**\u30c7\u30fc\u30bf\u4fdd\u8b77\u306e\u8a2d\u8a08\u6587\u66f8\uff08DPIA\uff09**\u3092\u6574\u5099\u3059\u308b\u3002<\/li>\n<\/ol>\n\n<p>\n\u8996\u7dda\u30c7\u30fc\u30bf\u306f\u3001UX\u30fb\u5e83\u544a\u30fbXR\u306e\u672a\u6765\u306b\u304a\u3051\u308b\u91cd\u8981\u8cc7\u7523\u3067\u3059\u304c\u3001\u540c\u6642\u306b\u300c\u6271\u3044\u3092\u8aa4\u308c\u3070\u30ea\u30b9\u30af\u305d\u306e\u3082\u306e\u300d\u306b\u3082\u306a\u308b\u30c7\u30ea\u30b1\u30fc\u30c8\u306a\u60c5\u5831\u3067\u3059\u3002\n\u533f\u540d\u5316\u8a2d\u8a08\u3053\u305d\u304c\u201c\u4f7f\u3048\u308b\u672a\u6765\u201d\u3092\u3064\u304f\u308b\u9375\u3067\u3059\u3002<br>\u00a9\u30d3\u30fc\u30ca\u30ec\u30c3\u30b8\u30c7\u30b6\u30a4\u30f3\n<\/p>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0f\u6ce8\u8996\uff09\u3068\u533f\u540d\u5316\u306e\u91cd\u8981\u6027 \u2015 XR\u30fb\u5e83\u544a\u30fbUI\u5206\u6790\u3078\u306e\u793a\u5506 \u4eba\u304c\u300c\u3069\u3053\u3092\u898b\u308b\u304b\u300d\u3092\u793a\u3059\u8996\u7dda\u30c7\u30fc\u30bf\uff08\u30b5\u30ea\u30a8\u30f3\u30b7\u30fc\uff0fgaze\uff09\u306f\u3001UI\/UX\u7814\u7a76\u3001\u5e83\u544a\u52b9\u679c\u6e2c\u5b9a\u3001XR\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u306a\u60c5\u5831\u3067\u3059\u3002 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[68,24],"tags":[40,41],"class_list":["post-1612","post","type-post","status-publish","format-standard","hentry","category-68","category-24","tag-40","tag-41"],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1612"}],"version-history":[{"count":4,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612\/revisions"}],"predecessor-version":[{"id":1616,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1612\/revisions\/1616"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}