{"id":518,"date":"2024-01-06T20:01:21","date_gmt":"2024-01-06T11:01:21","guid":{"rendered":"https:\/\/hci.kku.ac.kr\/?p=518"},"modified":"2024-01-14T21:45:17","modified_gmt":"2024-01-14T12:45:17","slug":"%eb%8f%84%ed%99%98%ec%95%84-%ec%88%98%ec%a0%95%ed%95%b4%eb%9d%bc","status":"publish","type":"post","link":"https:\/\/hci.kku.ac.kr\/?p=518","title":{"rendered":"\ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c AI \ubaa8\ub378 \uac1c\ubc1c (LVPM)"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/hci.kku.ac.kr\/wp-content\/uploads\/2024\/01\/LVPM.png\" alt=\"\" class=\"wp-image-537\"\/><\/figure>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\uc5f0\uad6c \ub0b4\uc6a9<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">\ubc30\uacbd<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ud604\uc7ac \uc6b0\ub9ac \uc0ac\ud68c\uc5d0\uc11c\ub294 \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc774 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc774\uc5d0 \ub530\ub978 \ud1a0\uc9c0 \uac00\uce58\uc758 \uc815\ud655\ud55c \uc608\uce21\uc740 \ubd80\ub3d9\uc0b0 \ud22c\uc790, \ub3c4\uc2dc \uacc4\ud68d, \uc790\uc0b0 \uad00\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc740 \ud22c\uc790 \ubc0f \uac1c\ubc1c\uc790, \uc815\ubd80 \uae30\uad00, \ub3c4\uc2dc \uacc4\ud68d\uc790, \uc2dc\ubbfc\ub4e4\uc5d0\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ud575\uc2ec\uc801\uc778 \ubd80\ubd84 \uc911 \ud558\ub098\ub85c, \uc815\ud655\ud55c \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc740 \uc774\ub4e4 \ubaa8\ub450\uc5d0\uac8c \uc774\uc775\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<br>\ucd5c\uadfc \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uae30\uacc4\ud559\uc2b5 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc758 \uc815\ud655\ub3c4\uc640 \uc2e0\ub8b0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c AI \ubaa8\ub378\uc758 \uac1c\ubc1c\uc740 \ud604\uc2e4\uc801\uc774\uace0 \ud544\uc218\uc801\uc778 \uacfc\uc81c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\ubaa9\uc801 \ubc0f \ud544\uc694<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ubcf8 \ud504\ub85c\uc81d\ud2b8\uc758 \uc8fc\uc694 \ubaa9\uc801\uc740 \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c AI \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0, \uc774 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc758 \ubbf8\ub798 \ud750\ub984\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubd80\ub3d9\uc0b0 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \uc815\ud655\ud55c \ud22c\uc790 \uc758\uc0ac \uacb0\uc815\uc744 \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub3c4\uc2dc \uacc4\ud68d\uc5d0 \uad00\ub828\ub41c \uacb0\uc815\uc5d0 \uacfc\ud559\uc801 \uadfc\uac70\ub97c \uc81c\uacf5\ud558\uc5ec \ub3c4\uc2dc\uc758 \uc9c0\uc18d \uac00\ub2a5\ud55c \ubc1c\uc804\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc758 \ud22c\uba85\uc131\uc744 \ub192\uc5ec \uc2dc\uc7a5 \uac74\uc804\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\ubd84\uc11d \uc218\ud589 \ubc94\uc704<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\ubcf8 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc218\ud589\ud55c \uc8fc\uc694 \uc791\uc5c5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<br>\ud1a0\uc9c0 \uad00\ub828 \ub370\uc774\ud130\ub97c \ub2e4\uc591\ud55c \uc18c\uc2a4\ub85c\ubd80\ud130 \uc218\uc9d1\ud558\uc600\uc73c\uba70, \ub370\uc774\ud130 \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uad6d\ud1a0\uad50\ud1b5\ubd80\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud1a0\uc9c0 \ud2b9\uc131 \uc815\ubcf4 \ubc0f \ud1a0\uc9c0 \uac70\ub798 \uae30\ub85d, \uc778\uad6c \ud1b5\uacc4 \ub370\uc774\ud130 \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \uc218\uc9d1\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>AI \ubaa8\ub378 \ud559\uc2b5<br>XGBoost\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c AI \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ubcc0\uc218\ub97c \uace0\ub824\ud558\uc5ec \ud1a0\uc9c0 \uac00\uce58\ub97c \uc608\uce21\ud558\uba70, \ubaa8\ub378\uc758 \ud559\uc2b5\uacfc \ud14c\uc2a4\ud2b8\ub97c \uc704\ud574 \ud070 \uaddc\ubaa8\uc758 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc131\ub2a5 \uac1c\uc120<br>\ud559\uc2b5\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud55c \uc2e4\ud5d8\uc744 \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc131\ub2a5 \ud3c9\uac00\ub294 \ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28(RMSE), \uc608\uce21 \uc624\ucc28(MAPE) \ub4f1\uc744 \uae30\ub85d\ud558\uc5ec \ud3c9\uac00\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uacb0\uacfc \ud574\uc11d \ubc0f \uc2dc\uac01\ud654<br>\ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \ud574\uc11d\ud558\uace0, \uc2dc\uac01\ud654\ub97c \ud1b5\ud574 \uc774\ud574\ud558\uae30 \uc27d\uac8c \uc804\ub2ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uc2b5\ub2c8\ub2e4. \uc9c0\ub3c4 \uc2dc\uac01\ud654(\uc608\uc815) \ubc0f \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21 \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc751\uc6a9 \ubc0f \ud655\uc7a5<br>\ud559\uc2b5\ud55c AI \ubaa8\ub378\uc740 \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5 \uc608\uce21, \ub3c4\uc2dc \uacc4\ud68d, \uc790\uc0b0 \uad00\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uc73c\uba70, \ud574\ub2f9 \ub370\uc774\ud130\ub97c \uc6f9 \ud398\uc774\uc9c0\ub97c \ud1b5\ud574 \uc27d\uac8c \uc811\uadfc \uac00\ub2a5\ud558\ub3c4\ub85d \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubbf8\ub798\uc758 \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uace0 \uc9c0\uc18d \uac00\ub2a5\ud55c \ub3c4\uc2dc \ubc1c\uc804\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">Key Steps:<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ub370\uc774\ud130\uc14b \uc0dd\uc131:\n<ul class=\"wp-block-list\">\n<li>\uad6d\ud1a0\uad50\ud1b5\ubd80\uc758\u00a0<code>\ud1a0\uc9c0\ub9e4\ub9e4\uc2e0\uace0\uc870\ud68c\uc11c\ube44\uc2a4<\/code>,\u00a0<code>\ud1a0\uc9c0\ud2b9\uc131\uc815\ubcf4<\/code>,\u00a0<code>\uc9c0\uac00\ubcc0\ub3d9\ub960<\/code>\uacfc \ud1b5\uacc4\uccad SGIS \uc624\ud508\ud50c\ub7ab\ud3fc\uc758\u00a0<code>\uc778\uad6c\ud1b5\uacc4 \ub370\uc774\ud130<\/code>,\u00a0<code>\uc0ac\uc5c5\uccb4\ud1b5\uacc4 \ub370\uc774\ud130<\/code>\ub97c \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc544\uc9c1 \uc815\ud655\ud55c \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c \ud2b9\uc131\uc774 \ubd80\uc871\ud558\ub2e4\uace0 \ud310\ub2e8\ub418\uc5b4 \ucd94\ud6c4 \ubcf4\uac15\ud560 \uc608\uc815\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\ub370\uc774\ud130 \ubd84\uc11d:\n<ul class=\"wp-block-list\">\n<li>\ud2b9\uc131\ubcc4 \uc2e4\uac70\ub798\uac00\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ud30c\uc545\ud558\uae30 \uc704\ud574\u00a0<code>matplot<\/code>\uacfc\u00a0<code>seaborn<\/code>\uc744 \ud65c\uc6a9\ud574 \ud2b9\uc131\uac04\uc758 \uad00\uacc4\ub97c \uc2dc\uac01\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0c1\uad00\uacc4\uc218 \ubd84\uc11d \ubc0f\u00a0<code>box plot<\/code>\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uac04 \uc5f0\uad00\uc131\uc744 \ud310\ub2e8\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130\ub97c \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uae30 \uc804\uc5d0 \ucca0\uc800\ud55c \uc804\ucc98\ub9ac\ub97c \uc9c4\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc9c4\ud589\ud558\uc600\uc73c\uba70, \ubc94\uc8fc\ud615 \ubcc0\uc218\uc5d0 \ub300\ud574\u00a0<code>One-Hot Encoding<\/code>\u00a0\uc791\uc5c5\uc744 \uc9c4\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>XGBoost\ub97c \uc0ac\uc6a9\ud55c \ubaa8\ub378 \ud6c8\ub828:\n<ul class=\"wp-block-list\">\n<li>\ube44\uc120\ud615 \uad00\uacc4\ub97c \ucc98\ub9ac\ud558\uace0 \ub370\uc774\ud130 \ub0b4\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud574\uc11d\ud560 \uc218 \uc788\ub294\u00a0<code>XGBoost<\/code>\u00a0\ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubaa8\ub378\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc77c\ubd80\ub85c \ud6c8\ub828\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\ud3c9\uac00 \ubc0f \uac80\uc99d:\n<ul class=\"wp-block-list\">\n<li>\ud3c9\uac00 \uc9c0\ud45c\ub85c\u00a0<code>RMSE<\/code>\ub97c \uc0ac\uc6a9\ud558\uc600\uace0, \ucd94\uac00\ub85c\u00a0<code>\uc5d0\uce21\uc624\ucc28(MAPE)<\/code>\ub97c \uc0ac\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd (\uc544\uc9c1 \uc9c4\ud589 X):\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub378\uc758 \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc870\uc815\uc5d0 \uc0ac\uc6a9\ub41c \uc54c\uace0\ub9ac\uc998\uc740\u00a0<code>GridSearchCV<\/code>,\u00a0<code>RandomSearchCV<\/code>,\u00a0<code>BayesSearchCV<\/code>\u00a0\uc911\uc5d0 \ud558\ub098\ub97c \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\ubc30\ud3ec \ubc0f \ud1b5\ud569\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub378\uc744 \uc6f9 \uc11c\ube44\uc2a4\ub098 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \ubc30\ud3ec\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><a href=\"https:\/\/blue.kku.ac.kr\/\">\ud1a0\uc9c0\uac00\uaca9\uc608\uce21\uc6f9\uc11c\ube44\uc2a4<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\uad00\ub828 \uc774\uc288<\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uacf5\uc2dc\uc9c0\uac00 \ub370\uc774\ud130 \uae30\uc900\uc77c\uc790\ubd80\ud130 \uac70\ub798\uc77c\uae4c\uc9c0\uc758 \ub204\uacc4 \uc9c0\uac00\ubcc0\ub3d9\ub960 \ub370\uc774\ud130\ub97c \uc0bd\uc785\ud574 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \ud544\uc694\uac00 \uc788\uc74c.<\/li>\n\n\n\n<li>\uae08\ub9ac\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uae30 \ub54c\ubb38\uc5d0 \uae08\ub9ac \ubc18\uc601 \ud2b9\uc131\uc758 \ucd94\uac00\uac00 \ud544\uc694\ud574\ubcf4\uc784<\/li>\n\n\n\n<li>XGBoost \ubaa8\ub378\uacfc LSTM \ubaa8\ub378\uc758 \uc559\uc0c1\ube14 \ud559\uc2b5\uc744 \ud1b5\ud55c \ubaa8\ub378 \uc131\ub2a5 \ud5a5\uc0c1\uc774 \ud544\uc694\ud574\ubcf4\uc784<\/li>\n\n\n\n<li>\ub370\uc774\ud130\uc14b\uc758 \uc774\uc0c1\uce58 \uc120\uc815 \ubc29\uc2dd \uace0\ubbfc<\/li>\n<\/ul>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud504\ub85c\uc81d\ud2b8 \uc5f0\uad6c\uc6d0<\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud559\ubd80\uc5f0\uad6c\uc0dd \uae40\ub3c4\ud658<\/li>\n\n\n\n<li>\ud559\ubd80\uc5f0\uad6c\uc0dd \uace0\uac74\ud638 <\/li>\n<\/ul>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\uad00\ub828 \ub9c1\ud06c<\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/blue.kku.ac.kr\/\">\ud1a0\uc9c0\uac00\uaca9\uc608\uce21\uc6f9\uc11c\ube44\uc2a4<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/ehghks021203\/LandValuePredictionModel\" data-type=\"link\" data-id=\"https:\/\/github.com\/ehghks021203\/LandValuePredictionModel\">LandValuePredictionModel(LVPM) Github<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\uc5f0\uad6c \ub0b4\uc6a9 \ubc30\uacbd \ud604\uc7ac \uc6b0\ub9ac \uc0ac\ud68c\uc5d0\uc11c\ub294 \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc774 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc774\uc5d0 \ub530\ub978 \ud1a0\uc9c0 \uac00\uce58\uc758 \uc815\ud655\ud55c \uc608\uce21\uc740 \ubd80\ub3d9\uc0b0 \ud22c\uc790, \ub3c4\uc2dc \uacc4\ud68d, \uc790\uc0b0 \uad00\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubd80\ub3d9\uc0b0 \uc2dc\uc7a5\uc740 \ud22c\uc790 \ubc0f \uac1c\ubc1c\uc790, \uc815\ubd80 \uae30\uad00, \ub3c4\uc2dc \uacc4\ud68d\uc790, \uc2dc\ubbfc\ub4e4\uc5d0\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ud575\uc2ec\uc801\uc778 \ubd80\ubd84 \uc911 \ud558\ub098\ub85c, \uc815\ud655\ud55c \ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc740 \uc774\ub4e4 \ubaa8\ub450\uc5d0\uac8c \uc774\uc775\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\ucd5c\uadfc&hellip;&nbsp;<a href=\"https:\/\/hci.kku.ac.kr\/?p=518\" class=\"\" rel=\"bookmark\">\ub354 \ubcf4\uae30 &raquo;<span class=\"screen-reader-text\">\ud1a0\uc9c0 \uac00\uce58 \uc608\uce21\uc744 \uc704\ud55c AI \ubaa8\ub378 \uac1c\ubc1c (LVPM)<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_themeisle_gutenberg_block_has_review":false,"_ti_tpc_template_sync":false,"_ti_tpc_template_id":"","footnotes":""},"categories":[7],"tags":[10],"class_list":["post-518","post","type-post","status-publish","format-standard","hentry","category-research_cat","tag-10"],"_links":{"self":[{"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/518","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=518"}],"version-history":[{"count":4,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/518\/revisions"}],"predecessor-version":[{"id":538,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=\/wp\/v2\/posts\/518\/revisions\/538"}],"wp:attachment":[{"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hci.kku.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}