{"id":2444,"date":"2019-10-23T12:42:59","date_gmt":"2019-10-23T12:42:59","guid":{"rendered":"http:\/\/skimai.com\/?p=2444"},"modified":"2024-05-20T07:38:38","modified_gmt":"2024-05-20T12:38:38","slug":"%ec%8b%a0%ea%b2%bd-%ec%b6%94%ec%b2%9c-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/neural-recommendation-algorithms\/","title":{"rendered":"\uc2e0\uacbd \ucd94\ucc9c \uc811\uadfc \ubc29\uc2dd\uc740 \uc815\ub9d0 \uc9c4\uc804\uc744 \ubcf4\uc774\uace0 \uc788\uc744\uae4c\uc694?"},"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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/neural-recommendation-algorithms\/#Are_We_Really_Making_Progress_on_Neural_Recommendation_Approaches\" >\ub274\ub7f4 \ucd94\ucc9c \uc811\uadfc\ubc95\uc5d0\uc11c \uc815\ub9d0 \uc9c4\uc804\uc774 \uc788\uc744\uae4c\uc694?\n\ucd94\ucc9c \uc811\uadfc \ubc29\uc2dd\uc5d0\uc11c \uc815\ub9d0 \uc9c4\uc804\uc774 \uc788\uc744\uae4c\uc694?<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ko\/neural-recommendation-algorithms\/#A_summary_of_Maurizio_Ferrari_Dacrema_et_als_Recent_Article_at_RecSys_2019%E2%80%8B\" >\ub9c8\uc6b0\ub9ac\uce58\uc624 \ud398\ub77c\ub9ac \ub2e4\ud06c\ub808\ub9c8 \uc678 1\uba85\uc758 \ucd5c\uadfc RecSys 2019 \uae30\uc0ac \uc694\uc57d<\/a><\/li><\/ul><\/li><\/ul><\/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\/ko\/neural-recommendation-algorithms\/#Neural_Recommendation_Algorithms\" >\uc2e0\uacbd \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998<\/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\/ko\/neural-recommendation-algorithms\/#How_Progress_is_Measured\" >\uc9c4\ud589 \uc0c1\ud669 \uce21\uc815 \ubc29\ubc95<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ko\/neural-recommendation-algorithms\/#Why_Are_These_Methods_Failing\" >\uc774\ub7ec\ud55c \ubc29\ubc95\uc774 \uc2e4\ud328\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ko\/neural-recommendation-algorithms\/#Neural_Recommendation_Have_We_Improved\" >\uc2e0\uacbd \ucd94\ucc9c: \uac1c\uc120\ub418\uc5c8\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ko\/neural-recommendation-algorithms\/#Summary\" >\uc694\uc57d<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Are_We_Really_Making_Progress_on_Neural_Recommendation_Approaches\"><\/span>\uc6b0\ub9ac\ub294 \uc815\ub9d0 \uc2e0\uacbd\ub9dd\uc5d0\uc11c \uc9c4\uc804\uc744 \uc774\ub8e8\uace0 \uc788\uc2b5\ub2c8\uae4c?<br \/>\n\ucd94\ucc9c \uc811\uadfc \ubc29\uc2dd\uc740?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>        <h4><span class=\"ez-toc-section\" id=\"A_summary_of_Maurizio_Ferrari_Dacrema_et_als_Recent_Article_at_RecSys_2019%E2%80%8B\"><\/span>\ub9c8\uc6b0\ub9ac\uce58\uc624 \ud398\ub77c\ub9ac \ub2e4\ud06c\ub808\ub9c8 \uc678 1\uba85\uc758 \ucd5c\uadfc RecSys 2019 \uae30\uc0ac \uc694\uc57d<span class=\"ez-toc-section-end\"><\/span><\/h4>     \n    <h2><span class=\"ez-toc-section\" id=\"Neural_Recommendation_Algorithms\"><\/span><strong>\uc2e0\uacbd \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\ucd94\ucc9c \uc54c\uace0\ub9ac\uc998\uc740 \uc544\ub9c8\uc874\uc758 '\uc720\uc5b4\uc2a4\ud1a0\uc5b4' \uc2a4\ud50c\ub798\uc2dc \ud398\uc774\uc9c0\ubd80\ud130 \ub137\ud50c\ub9ad\uc2a4\uc758 % \uc810\uc218 \ub9e4\uce6d\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc0c1\uc5c5 \ubd84\uc57c \uc804\ubc18\uc5d0 \uac78\uccd0 \ubcf4\ud3b8\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \ub178\ub798\ub098 \uc601\ud654 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub2e4\uc591\ud55c \ubc29\ubc95\uc73c\ub85c \ud544\ud130\ub9c1\ud558\uc5ec \uc0ac\uc6a9\uc790\uc640 \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \ud56d\ubaa9\uc744 \ucc3e\uc544\ub0c5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\uc6a9\uc790\uc758 \uacfc\uac70 \ud589\ub3d9\uc744 \uc0b4\ud3b4\ubcf4\uace0 \uc774\ub7ec\ud55c \uad00\ucc30\uc744 \ud1b5\ud574 \uc5bb\uc740 \uc9c0\uc2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uad6c\ub9e4, \uc2dc\uccad \ub610\ub294 \uccad\ucde8\ud560 \uac00\ub2a5\uc131\uc774 \uac00\uc7a5 \ub192\uc740 \uc0c1\ud488\uacfc \ubbf8\ub514\uc5b4\ub97c \ucd94\ucc9c\ud569\ub2c8\ub2e4. \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uba38\uc2e0 \ub7ec\ub2dd, \ud2b9\ud788 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\ub824\ub294 \uc2dc\ub3c4\uac00 \ub9ce\uc774 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud55c \ucd94\ucc9c \uae30\ub2a5\uc758 \uac1c\uc120\uc744 \uc8fc\uc7a5\ud558\ub294 \ub9ce\uc740 \uc5f0\uad6c\uac00 \uc788\uc9c0\ub9cc, Dacrema \ub4f1\uc740 \uae30\uc874 \uae30\uc220\uc5d0 \ube44\ud574 \uc815\ub9d0 \uac1c\uc120\ub418\uace0 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc744 \ub358\uc9c0\ub294 \uacc4\ubabd\uc801\uc778 \uae00\uc744 \uc37c\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0 \ub530\ub974\uba74 \"...\uae30\uc874 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc815\ud655\ub3c4 \uac1c\uc120\uc774\ub77c\ub294 \uce21\uba74\uc5d0\uc11c \uce21\uc815\ub41c \uc9c4\uc804\uc774 \ud56d\uc0c1 \uae30\ub300\ub9cc\ud07c \uac15\ub825\ud558\uc9c0\ub294 \uc54a\ub2e4\ub294 \uc9d5\ud6c4\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4.\"\ub77c\uace0 \ud569\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uba74 \uc9c4\ud589 \uc0c1\ud669\uc774 \uc815\ud655\ud558\uac8c \ud30c\uc545\ub418\uc9c0 \uc54a\ub294\ub2e4\uba74 \ud604\uc7ac \uc5f0\uad6c\uc790\ub4e4\uc740 \uc9c4\ud589 \uc0c1\ud669\uc744 \uc5b4\ub5bb\uac8c \uce21\uc815\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ubc29\ubc95\uc758 \uacb0\ud568\uc740 \ubb34\uc5c7\uc774\uace0, \uc2e4\uc81c\ub85c \uba38\uc2e0 \ub7ec\ub2dd \uae30\uc220\uc744 \ucd94\uac00\ud558\uc5ec \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\uc120\ud558\uace0 \uc788\uc744\uae4c\uc694?<\/p><h2><span class=\"ez-toc-section\" id=\"How_Progress_is_Measured\"><\/span><strong>\uc9c4\ud589 \uc0c1\ud669 \uce21\uc815 \ubc29\ubc95<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc758 \uc9c4\uc804\uc740 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc744 \ub2e4\ub978 \ubc94\uc704 \uc54c\uace0\ub9ac\uc998\uc758 \uae30\uc900 \uc131\ub2a5\uacfc \ube44\uad50\ud558\uc5ec \uce21\uc815\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uba54\ud2b8\ub9ad\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p><ul><li>\uc815\ud655\ub3c4: \ubd84\ub958 \ubaa8\ub378\uc774 \uad00\ub828 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub9cc \uc2dd\ubcc4\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc785\ub2c8\ub2e4.<\/li><li>\ub9ac\ucf5c: \ub370\uc774\ud130 \uc9d1\ud569 \ub0b4\uc5d0\uc11c \ubaa8\ub4e0 \uad00\ub828 \ub370\uc774\ud130 \uc694\uc18c\ub97c \ucc3e\ub294 \ubaa8\ub378\uc758 \uae30\ub2a5\uc785\ub2c8\ub2e4.<\/li><li>\uc815\uaddc\ud654\ub41c \ud560\uc778 \ub204\uc801 \uc774\ub4dd(NDCG): \uae30\uc900 \uc21c\uc704 \ubaa9\ub85d(\uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\ub78c\uc774 \ud310\ub2e8\ud55c)\uacfc \uc54c\uace0\ub9ac\uc998\uc758 \uc21c\uc704 \ubaa9\ub85d\uc744 \ube44\uad50\ud55c \uac12\uc785\ub2c8\ub2e4.<\/li><\/ul><h2><span class=\"ez-toc-section\" id=\"Why_Are_These_Methods_Failing\"><\/span><strong>\uc774\ub7ec\ud55c \ubc29\ubc95\uc774 \uc2e4\ud328\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\ud604\uc7ac \uc9c4\ud589 \uc0c1\ud669 \ud3c9\uac00 \ubc29\ubc95\uc758 \uc2e4\ud328\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc694\uc778\uc774 \uc788\uc9c0\ub9cc, \ub370\ud06c\ub808\ub9c8 \ub4f1\uc740 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc694\uc778\uc744 \uc9c0\uc801\ud569\ub2c8\ub2e4:<\/p><ol><li>\uad50\uc721 \ubc0f \ud3c9\uac00\ub97c \uc704\ud55c \ucde8\uc57d\ud55c \uae30\uc900 \ub370\uc774\ud130 \uc138\ud2b8<\/li><li>\uc0c8\ub85c\uc6b4 \uae30\uc900\uc120\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc57d\ud55c \ubc29\ubc95(\uc131\ub2a5 \ube44\uad50\ub97c \uc704\ud574 \uc774\uc804\uc5d0 \uac8c\uc2dc\ub418\uc5c8\uc9c0\ub9cc \uac80\uc99d\ub418\uc9c0 \uc54a\uc740 \uc54c\uace0\ub9ac\uc998 \uc0ac\uc6a9)<\/li><li>\ube44\uad50\ud560 \uc218 \uc5c6\uace0 <em>\uc7ac\uc0dd\uc0b0<\/em> \ub17c\ubb38 \uc804\ubc18\uc758 \uacb0\uacfc<\/li><\/ol><p>\ud2b9\ud788 \uc800\uc790\ub4e4\uc740 \ubc1c\ud45c\ub41c \uc54c\uace0\ub9ac\uc998\uc758 \ubc18\ubcf5\uc131\uc774 \uadf9\ub3c4\ub85c \ubd80\uc871\ud558\ub2e4\ub294 \uc810\uc744 \uc9c0\uc801\ud569\ub2c8\ub2e4. \uc800\uc790\ub4e4\uc740 \uc18c\uc2a4 \ucf54\ub4dc\uc640 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc27d\uac8c \uc774\uc6a9\ud560 \uc218 \uc788\ub294 \ud604\ub300\uc758 \uc5f0\uad6c \ud658\uacbd\uc5d0\uc11c\ub294 \ubc1c\ud45c\ub41c \uacb0\uacfc\ub97c \uc7ac\ud604\ud558\uae30\uac00 \uc27d\uc9c0 \uc54a\ub2e4\uace0 \uc9c0\uc801\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \"\uc2e4\uc81c\ub85c\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uad6c\ud604\uacfc \ud3c9\uac00 \uc808\ucc28\uc5d0 \uad00\ud55c \uc0ac\uc18c\ud55c \uc138\ubd80 \uc0ac\ud56d\uc774 \uc2e4\ud5d8 \uacb0\uacfc\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\"\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc800\uc790\ub4e4\uc740 \uc870\uc0ac\ud55c \uc218\uc2ed \uac1c\uc758 \ub17c\ubb38 \uc911 \uc7ac\ud604\uc774 \uac00\ub2a5\ud55c \uc18c\uc2a4 \ucf54\ub4dc\uc640 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc788\ub294 \ub17c\ubb38\uc744 \ucd1d 7\uac1c\ubc16\uc5d0 \ucc3e\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4.<\/p><h2><span class=\"ez-toc-section\" id=\"Neural_Recommendation_Have_We_Improved\"><\/span><strong>\uc2e0\uacbd \ucd94\ucc9c: \uac1c\uc120\ub418\uc5c8\ub098\uc694?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\ub2e4\ud06c\ub808\ub9c8 \ub4f1\uc740 \ub17c\ubb38\uc5d0\uc11c \ubc1c\ud45c\ub41c 7\uac00\uc9c0 \uc54c\uace0\ub9ac\uc998\uc744 \ud14c\uc2a4\ud2b8\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uac01 \uc5f0\uad6c\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \uacb0\uacfc\ub97c \uae30\uc874\uc758 \ud6e8\uc52c \ub354 \ub2e8\uc21c\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \uacb0\uacfc\uc640 \ube44\uad50\ud588\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c \uacb0\uacfc, \uae30\uc874 \ubc29\ubc95\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub09c \uc54c\uace0\ub9ac\uc998\uc740 \ub2e8 \ud558\ub098\ubfd0\uc774\uc5c8\uc2b5\ub2c8\ub2e4: \ubc14\ub85c 2018\ub144 Liang \ub4f1\uc774 \ubc1c\ud45c\ud55c \ud611\uc5c5 \ud544\ud130\ub9c1\uc744 \uc704\ud55c \ubcc0\ud615 \uc790\ub3d9 \uc778\ucf54\ub354(Mult-VAE)\uc600\uc2b5\ub2c8\ub2e4. Decrema \ub4f1\uc740 Mult-VAE\uac00 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc81c\uacf5\ud55c\ub2e4\uace0 \uc8fc\uc7a5\ud569\ub2c8\ub2e4:<\/p><ul><li>\uc774\ub807\uac8c \uc5bb\uc740 \uc815\ud655\ub3c4 \uacb0\uacfc\ub294 2011\ub144 IDCM 11\uc5d0\uc11c \uc0e4 \ub2dd\uacfc \uc870\uc9c0 \uce74\ub9ac\uc2a4\uac00 \ubc1c\ud45c\ud55c \ub2e8\uc21c \uc120\ud615 \ubc29\ubc95(SLIM)\ubcf4\ub2e4 10%\uc5d0\uc11c 20% \uc0ac\uc774\ub85c \ub354 \uc6b0\uc218\ud588\uc73c\uba70, \uc774\ub294 \ucd5c\uace0\uc758 \uae30\uc900 \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/li><li>\ubaa8\ub4e0 \uc131\ub2a5 \uce21\uc815 \ud56d\ubaa9\uc5d0\uc11c \ucd5c\ub300 5%\uc758 SLIM \ub300\ube44 \uac1c\uc120\ub41c \uacb0\uacfc\ub97c \uc7ac\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li><li>SLIM\uc744 \ud1b5\ud55c \uba40\ud2f0-VAE\uc758 \ub9ac\ucf5c \uac1c\uc120\uc740 \"\uacac\uace0\ud574 \ubcf4\uc785\ub2c8\ub2e4.\"<\/li><\/ul><p>Decrema \ub4f1\uc740 \"\ub530\ub77c\uc11c \uba40\ud2f0-VAE\ub97c \uc0ac\uc6a9\ud558\uba74 \uc870\uc0ac\ub41c \ubb38\ud5cc\uc5d0\uc11c \ubaa8\ub4e0 \uad6c\uc131\uc5d0\uc11c \uae30\uc900 \uae30\ubc95\ubcf4\ub2e4 \ub354 \ubcf5\uc7a1\ud55c \ubc29\ubc95\uc774 \ub354 \ub098\uc740 \ud55c \uac00\uc9c0 \uc608\ub97c \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.\"\ub77c\uace0 \uacb0\ub860\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/p><h2><span class=\"ez-toc-section\" id=\"Summary\"><\/span><strong>\uc694\uc57d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><p>\uc131\uacf5\uc744 \uc120\uc5b8\ud558\uace0 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uacfc \uacb0\uacfc\ub97c \ubc1c\ud45c\ud558\uace0 \uc2f6\uc740 \uc720\ud639\uc774 \uc788\uc9c0\ub9cc, Dacrema\uc758 \ud300\uc740 \uc2e4\uc81c\ub85c\ub294 \uac1c\uc120\ub418\uc9c0 \uc54a\uc558\uac70\ub098 \uc801\uc5b4\ub3c4 \uadf8\ub2e4\uc9c0 \ub9ce\uc774 \uac1c\uc120\ub418\uc9c0 \uc54a\uc558\ub2e4\ub294 \uac83\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \"\uc6b0\ub9ac\uc758 \ubd84\uc11d\uc5d0 \ub530\ub974\uba74... \uac80\ud1a0\ub41c \ub300\ubd80\ubd84\uc758 \uc791\uc5c5\uc740 \uc801\uc5b4\ub3c4 \uc77c\ubd80 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c\ub294 \uac1c\ub150\uc801\uc73c\ub85c\ub098 \uacc4\uc0b0\uc801\uc73c\ub85c \ub354 \ub2e8\uc21c\ud55c \uc54c\uace0\ub9ac\uc998\uc774 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\"\ub77c\uace0 \uacb0\ub860\uc744 \ub0b4\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ubaa8\ub4e0 \ub370\uc774\ud130 \ubd84\uc11d \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc801\uc6a9\ud558\uace0 \uc2f6\uc740 \uc720\ud639\uc774 \uc788\uc9c0\ub9cc, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \uc801\uc5b4\ub3c4 \uc544\uc9c1\uae4c\uc9c0\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uc9c0 \ubabb\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/code><\/pre>","protected":false},"excerpt":{"rendered":"<p>Are We Really Making Progress on Neural Recommendation Approaches? A summary of Maurizio Ferrari Dacrema, et al.\u2019s Recent Article at RecSys 2019\u200b Neural Recommendation AlgorithmsRecommendation algorithms have become ubiquitous across commercial fields, from the Amazon \u201cyourstore\u201d splash page to Netflix\u2019s matching % scores. Recommendation algorithms in essence filter large sets of data, i.e. song or [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2457,"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":[67],"tags":[],"class_list":["post-2444","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Is There Progress on Neural Recommendation? - Skim AI<\/title>\n<meta name=\"description\" content=\"Machine learning has widespread impact but are we really making progress with neural recommendation algorithms with machine learning?\" \/>\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\/ko\/\uc2e0\uacbd-\ucd94\ucc9c-\uc54c\uace0\ub9ac\uc998\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Is There Progress on Neural Recommendation? 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