{"id":61533,"date":"2022-01-28T14:22:55","date_gmt":"2022-01-28T05:22:55","guid":{"rendered":"https:\/\/smilegate.ai\/?p=61533"},"modified":"2022-02-23T16:57:25","modified_gmt":"2022-02-23T07:57:25","slug":"ai-fairness%ed%8e%b8%ea%b2%ac-%ec%97%86%eb%8a%94-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ec%9d%84-%ec%9c%84%ed%95%98%ec%97%ac","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2022\/01\/28\/ai-fairness%ed%8e%b8%ea%b2%ac-%ec%97%86%eb%8a%94-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ec%9d%84-%ec%9c%84%ed%95%98%ec%97%ac\/","title":{"rendered":"AI Fairness:\ud3b8\uacac \uc5c6\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \uc704\ud558\uc5ec"},"content":{"rendered":"

[\uc11c\ube44\uc2a4\uac1c\ubc1c\ud300 \uc784\uc6a9\ud0dd]<\/p>\n\n\n\n

2015\ub144 6\uc6d4, \ubbf8\uad6d \ube0c\ub8e8\ud074\ub9b0\uc758 \ud55c \ud751\uc778 \ud504\ub85c\uadf8\ub798\uba38\ub294 \uc5ec\uc790\uce5c\uad6c\uc640 \ucc0d\uc740 \uc0ac\uc9c4\uc744 \ubcf4\ub824\ub358 \uc911 \uae5c\uc9dd \ub180\ub784 \uc77c\uc744 \uacbd\ud5d8\ud569\ub2c8\ub2e4. \uad6c\uae00 \ud3ec\ud1a0\uc5d0 \ubcf8\uc778\ub4e4\uc758 \uc0ac\uc9c4\uc774 “\uace0\ub9b4\ub77c” \ub85c \uc624\ud1a0 \ud0dc\uae45\ub41c \uac83\uc744 \ubcf4\uc558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uad6c\uae00\uc740 \ube60\ub974\uac8c \ub300\uc751\ud588\uc2b5\ub2c8\ub2e4. \ub450 \uc2dc\uac04\ub3c4 \ub418\uc9c0 \uc54a\ub294 \uc2dc\uac04\uc5d0 \uad6c\uae00\uc740 \uc624\ud1a0 \ud0dc\uae45\uc744 \uc7a0\uc2dc \uc911\ub2e8\uc2dc\ud0a4\uace0, \uc0ac\uc6a9\uc790\uc758 \uacc4\uc815\uc5d0 \uc811\uc18d\ud574 \uc6d0\uc778\uc744 \ubd84\uc11d\ud568\uacfc \ub3d9\uc2dc\uc5d0 \uc9c4\uc2ec\uc5b4\ub9b0 \uc0ac\uacfc\ub97c \uc804\ud574 \uc0c1\ud669\uc744 \uc815\ub9ac\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\"\"
GAIN : boat without water vs boat with water<\/figcaption><\/figure><\/div>\n\n\n\n

\uc65c \uc774\ub7f0 \uc77c\uc774 \uc77c\uc5b4\ub0ac\uc744\uae4c\uc694? \uc774 \uc77c\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574\uc120 bias\ub77c\ub294 \uac1c\ub150\uc744 \uc54c\uc544\uc57c \ud569\ub2c8\ub2e4. \uc27d\uac8c \ub9d0\ud558\uba74 \ub370\uc774\ud130 \uc14b\uc5d0 \uc758\ud574 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uac00\uc9c0\ub294 \uc77c\uc885\uc758 \ud3b8\uacac <\/strong>\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \uc131\uc219\ub3c4\uac00 \ubd80\uc871\ud588\ub358 \uc2dc\uae30\uc600\uae30\uc5d0 \uc801\uc808\ud55c \ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uc9c0 \uc54a\uc558\uace0, \uad6c\uae00\uc758 \uc624\ud1a0 \ud0dc\uae45 \uc11c\ube44\uc2a4\ub294 \ud751\uc778\uc744 \uace0\ub9b4\ub77c\ub85c \ubd84\ub958\ud558\uac8c \ub41c \uac83\uc774\uc8e0. \uac80\uc815\uc0c9 \ud53c\ubd80\ub97c \uac00\uc9c4 \uc0ac\uc9c4\uc774 \ub300\ubd80\ubd84 \uace0\ub9b4\ub77c\uc600\uac70\ub098, \uc0ac\ub78c, \uce5c\uad6c, \uc5f0\uc778 \ub4f1\uc758 \ud074\ub798\uc2a4\uc5d0 \ud751\uc778\uc758 \ub370\uc774\ud130\uac00 \uc5c6\uc5c8\uae30 \ub54c\ubb38\uc77c \uac83\uc785\ub2c8\ub2e4. \uc870\uae08 \ub354 \uc608\uc2dc\ub97c \ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2018\ub144 CVPR\uc5d0 \ub4f1\uc7ac\ub41c “Tell Me Where to Look:Guided Attention Inference Network”(\uc774\ud558 GAIN)\uc774\ub77c\ub294 \ub17c\ubb38\uc5d0\uc11c\ub294 \uc62c\ubc14\ub978 Attention Map\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 \uc5b4\ub5bb\uac8c \ud558\uba74 CNN \ubaa8\ub378\uc774 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \ubaa8\ub4e0 \ubd80\ubd84\uc744 \ucc38\uace0\ud574 \uc758\uc0ac \uacb0\uc815\uc744 \ud560 \uc218 \uc788\uc744\uae4c\uc5d0 \ub300\ud574 \uace0\ubbfc\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uc81c\uc2dc\ud55c \ud765\ubbf8\ub85c\uc6b4 \uc608\uc2dc\ub294 boat-water bias \uc785\ub2c8\ub2e4. boat \uc774\ubbf8\uc9c0\ub97c boat \ud074\ub798\uc2a4\ub85c \ubd84\ub958\ud558\uae30 \uc704\ud574 \ubaa8\ub378\uc774 \uc5b4\ub5a4 \ubd80\ubd84\uc744 \uc8fc\ubaa9\ud558\ub294 \uc9c0\ub97c \ub098\ud0c0\ub0b4\ub294 Attention Map\uc744 \ud655\uc778\ud574\ubcf4\ub2c8 \uc815\uc791 \ubb3c\uc774 \uc788\ub294\uc9c0, \uc5c6\ub294 \uc9c0\uc5d0 \ub300\ud574\uc11c\ub9cc \ud655\uc778\uc744 \ud558\uace0 \uc788\uc5c8\ub2e4\uace0 \ud569\ub2c8\ub2e4. \uc704 \uc0ac\uc9c4\uc758 Attention Maps\uc5d0\uc11c \ube68\uac04 \uc0c9\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ubaa8\ub378\uc774 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370\uc5d0 \ub9ce\uc740 \uc815\ubcf4\ub97c \uc5bb\uc5c8\ub2e4\ub294 \uc758\ubbf8\uc778\ub370\uc694, \uae30\uc874\uc758 \ubc29\ubc95\ub860\uc778 Grad-CAM \uc5d0\uc120 \ubaa8\ub378\uc774 \ubd84\ub958\ub97c \ud558\ub294 \ub370\uc5d0 \ubc30\ub97c \ubcf4\uace0 \ubc30\ub77c\uace0 \ubd84\ub958\ud558\uc9c0 \uc54a\uc558\ub2e4\ub294 \uac83\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ubaa8\ub4e0 \ubc30 \uc0ac\uc9c4\uc774 \ubb3c\uc744 \ubc30\uacbd\uc73c\ub85c \ud588\uae30 \ub54c\ubb38\uc5d0, \ubaa8\ub378\uc740 “boat” \ub77c\ub294 \ud074\ub798\uc2a4\uc758 \ub370\uc774\ud130\ub4e4\uc744 \ubb36\uc744 \uacf5\ud1b5\uc801\uc778 \ud2b9\uc9d5\uc73c\ub85c \ubb3c\uc758 \uc720\ubb34\ub97c \uc0ac\uc6a9\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc544\ub9c8\uc874\uc5d0\uc120 AI \ucc44\uc6a9 \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\ub358 \uc911 \uc5ec\uc131 \uc9c0\uc6d0\uc790\ub97c \ucc28\ubcc4\ud558\ub294 \uc774\uc288\uac00 \ubc1c\uc0dd\ud574 \ub3c4\uc785\uc744 \ucde8\uc18c\ud588\ub2e4\uace0 \ud569\ub2c8\ub2e4. \uc2e4\uc81c \ucc44\uc6a9\ub41c \uc9c1\uc6d0\uc758 \uc774\ub825\uc11c\uc640, \uc9c0\uc6d0\uc790\uc758 \uc774\ub825\uc11c\ub97c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \uc774\uc6a9\ud574 \ube44\uad50\ud558\uc5ec \uc720\uc0ac\ud55c \uacb0\uacfc\ub97c \ubcf4\uc774\ub294 \uc9c1\uc6d0\uc744 \ucc44\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4. IT\uae30\uc5c5\uc758 \uc131\ubcc4 \ubd88\uade0\ud615 \ub54c\ubb38\uc77c\uae4c\uc694, “\uc5ec\uc131”\uc774 \ub4e4\uc5b4\uac00\ub294 \ub2e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uba74 \uac10\uc810\ud558\uac70\ub098, \ub0a8\uc131\uc774 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \uc5b4\ud718\uac00 \uc0ac\uc6a9\ub41c \uc774\ub825\uc11c\uc5d0 \ub192\uc740 \uc810\uc218\ub97c \uc8fc\ub294 \uc77c\uc774 \uc788\uc5c8\ub2e4\uace0 \ud569\ub2c8\ub2e4. <\/p>\n\n\n\n

\"\"
IBM: AI Fairness 360<\/figcaption><\/figure><\/div>\n\n\n\n

\uba38\uc2e0 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud574 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud55c\ub2e4\uba74 \uc704\uc758 \uc608\uc2dc\ub4e4\uacfc \uac19\uc740 \ud310\ub2e8\uc744 \ub9c9\uc544\uc57c \ud569\ub2c8\ub2e4. \uc0ac\uc2e4 \uac00\uc7a5 \uc88b\uc740 \ud574\uacb0\ucc45\uc740 \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \ub54c \uade0\ud615 \uc7a1\ud78c \ub370\uc774\ud130 \uc14b\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ucda9\ubd84\ud788 \ud655\ubcf4\ub41c \ud751\uc778\uacfc \uace0\ub9b4\ub77c\uc758 \uc0ac\uc9c4, \ubb3c\uc774 \uc5c6\ub294 \uacf3\uc5d0\uc11c\ub3c4 \ucc0d\ud78c \ubcf4\ud2b8\uc758 \uc0ac\uc9c4, \ube44\uc2b7\ud55c \ube44\uc728\uc758 \uc5ec\uc131, \ub0a8\uc131 \uc9c0\uc6d0\uc790, \ud569\uaca9\uc790\uc758 \uc774\ub825\uc11c\ucc98\ub7fc \ub9d0\uc774\uc8e0. \ud558\uc9c0\ub9cc \ud604\uc2e4\uc758 \ub370\uc774\ud130\ub294 bias\ub97c \ud488\ub294 \uacbd\uc6b0\uac00 \ub300\ubd80\ubd84\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \uc778\uac04\ubd80\ud130 bias\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uc774\uac83\uc774 \ub370\uc774\ud130\uc5d0 \ubc18\uc601\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ud604\uc2e4\uc758 \ub370\uc774\ud130 \uc14b\uc5d0\uc11c \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc774 \ud310\ub2e8\uc744 \ub0b4\ub9ac\ub294 \ub370\uc5d0 bias\ub97c \ucd5c\uc18c\ud654 \uc2dc\ud0a4\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \uc5f0\uad6c\ud558\ub294 \ud0a4\uc6cc\ub4dc\ub97c AI Fairness <\/strong>\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc9c0\uae08, \uc62c\ubc14\ub978 \ud310\ub2e8\uc744 \ub0b4\ub9ac\ub294 \uac83\uc740 \uc911\uc694\ud55c \uc774\uc288\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud750\ub984 \uc18d\uc5d0\uc11c IBM \uc5d0\uc11c\ub294 Fairness\ub97c \uc704\ud55c \ud234 AI Fairness 360<\/strong> \uc744 \uacf5\uac1c\ud558\uc600\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 bias\ub97c \ud655\uc778\ud558\uac70\ub098, fairness\ub97c \uc704\ud55c metric\uc744 \uc81c\uacf5\ud558\ub294 \ub4f1 \ub2e4\uc591\ud55c API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud0a4\uc6cc\ub4dc\ub3c4 \uc788\ub2e4\ub294 \uac83\uc744 \uac10\uc548\ud558\uc5ec \ud569\ub9ac\uc801\uc774\uace0 \uc124\uba85 \uac00\ub2a5\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ub370\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n

\u53c2\u8003<\/strong><\/p>\n\n\n\n

https:\/\/www.chosun.com\/site\/data\/html_dir\/2015\/07\/03\/2015070300217.html<\/a> https:\/\/arxiv.org\/abs\/1802.10171<\/a> https:\/\/aif360.mybluemix.net\/#<\/a> https:\/\/www.chosun.com\/site\/data\/html_dir\/2018\/10\/11\/2018101101250.html<\/a><\/p>\n\n\n\n

<\/p>\n\n\n\n

<\/p>\n

<\/span><\/div>","protected":false},"excerpt":{"rendered":"

[\uc11c\ube44\uc2a4\uac1c\ubc1c\ud300 \uc784\uc6a9\ud0dd] 2015\ub144 6\uc6d4, \ubbf8\uad6d \ube0c\ub8e8\ud074\ub9b0\uc758 \ud55c \ud751\uc778 \ud504\ub85c\uadf8\ub798\uba38\ub294 \uc5ec\uc790\uce5c\uad6c\uc640 \ucc0d\uc740 \uc0ac\uc9c4\uc744 \ubcf4\ub824\ub358 \uc911 \uae5c\uc9dd \ub180\ub784 \uc77c\uc744 \uacbd\ud5d8\ud569\ub2c8\ub2e4. \uad6c\uae00 \ud3ec\ud1a0\uc5d0 \ubcf8\uc778\ub4e4\uc758 \uc0ac\uc9c4\uc774 “\uace0\ub9b4\ub77c” \ub85c \uc624\ud1a0 \ud0dc\uae45\ub41c \uac83\uc744 \ubcf4\uc558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uad6c\uae00\uc740 \ube60\ub974\uac8c \ub300\uc751\ud588\uc2b5\ub2c8\ub2e4. \ub450 \uc2dc\uac04\ub3c4 \ub418\uc9c0 \uc54a\ub294 \uc2dc\uac04\uc5d0 \uad6c\uae00\uc740 \uc624\ud1a0 \ud0dc\uae45\uc744 \uc7a0\uc2dc \uc911\ub2e8\uc2dc\ud0a4\uace0, \uc0ac\uc6a9\uc790\uc758 \uacc4\uc815\uc5d0 \uc811\uc18d\ud574 \uc6d0\uc778\uc744 \ubd84\uc11d\ud568\uacfc \ub3d9\uc2dc\uc5d0 \uc9c4\uc2ec\uc5b4\ub9b0 \uc0ac\uacfc\ub97c \uc804\ud574 \uc0c1\ud669\uc744 \uc815\ub9ac\ud588\uc2b5\ub2c8\ub2e4. \uc65c \uc774\ub7f0…<\/p>\n

<\/span><\/div>","protected":false},"author":1,"featured_media":61539,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[19,197],"tags":[188,528,556,557],"class_list":["post-61533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech04","category-data","tag-featured","tag-ai","tag-fairness","tag-bias","category-19","category-197","description-off"],"_links":{"self":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/61533","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/comments?post=61533"}],"version-history":[{"count":6,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/61533\/revisions"}],"predecessor-version":[{"id":61542,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/61533\/revisions\/61542"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media\/61539"}],"wp:attachment":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media?parent=61533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/categories?post=61533"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/tags?post=61533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}