{"id":50133,"date":"2024-01-18T09:43:00","date_gmt":"2024-01-18T12:43:00","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/peer-review-process-copy\/"},"modified":"2024-01-15T15:37:02","modified_gmt":"2024-01-15T18:37:02","slug":"automated-content-analysis","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/ko\/automated-content-analysis\/","title":{"rendered":"\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d: \ud48d\ubd80\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ud65c\uc6a9\ud558\uae30"},"content":{"rendered":"<p>\uc815\ubcf4\ud654 \uc2dc\ub300\uc5d0 \uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uac00\uce58 \uc788\ub294 \uc778\uc0ac\uc774\ud2b8\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud55c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd, \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubd84\uc11d \ud504\ub85c\uc138\uc2a4\ub97c \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368 \uc5f0\uad6c\uc790\uc640 \ubd84\uc11d\uac00\uac00 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc548\uc815\uc801\uc73c\ub85c \ud328\ud134, \uac10\uc815, \uc8fc\uc81c\ub97c \ubc1c\uacac\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. ACA\ub294 \ud655\uc7a5\uc131, \uac1d\uad00\uc131, \uc77c\uad00\uc131\uc744 \ud1b5\ud574 \uc870\uc9c1\uc758 \uc5ed\ub7c9\uc744 \uac15\ud654\ud558\uc5ec \ub370\uc774\ud130 \uae30\ubc18 \uc778\uc0ac\uc774\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \uc758\uc0ac\uacb0\uc815\uc744 \ud601\uc2e0\ud569\ub2c8\ub2e4. \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uace0\uac1d \ub9ac\ubdf0, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ud14d\uc2a4\ud2b8 \ucf58\ud150\uce20\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 ACA\ub294 \ubc29\ub300\ud55c \ub514\uc9c0\ud138 \uc601\uc5ed\uc5d0\uc11c \uc758\ubbf8 \uc788\uace0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0\uc790 \ud558\ub294 \ud559\uc790, \ub9c8\ucf00\ud130, \uc758\uc0ac \uacb0\uc815\uad8c\uc790\uc5d0\uac8c \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \uc790\uc0b0\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"h-what-is-automated-content-analysis\"><strong>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong><\/h2>\n\n\n\n<p>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc740 \uacc4\uc0b0 \ubc29\ubc95\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624 \ub610\ub294 \uc2dc\uac01\uc801 \ucf58\ud150\uce20\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \uc815\ubcf4\ub97c \ubd84\uc11d\ud558\uace0 \ucd94\ucd9c\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP), \uba38\uc2e0 \ub7ec\ub2dd \ubc0f \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc758 \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc801\uc6a9\ud558\uc5ec \ucf58\ud150\uce20\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958, \ubd84\ub958, \ucd94\ucd9c \ub610\ub294 \uc694\uc57d\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. ACA\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubd84\uc11d\uc744 \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368 \uc5f0\uad6c\uc790\uc640 \ubd84\uc11d\uac00\uac00 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uace0 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac \uacb0\uc815\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uad00\ub828 \ubb38\uc11c: <a href=\"https:\/\/mindthegraph.com\/blog\/artificial-intelligence-in-science\/\"><strong>\uacfc\ud559 \ubd84\uc57c\uc758 \uc778\uacf5 \uc9c0\ub2a5<\/strong><\/a><\/p>\n\n\n\n<p>ACA\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uad6c\uccb4\uc801\uc778 \uae30\ubc95\uc740 \ubd84\uc11d \ub300\uc0c1 \ucf58\ud150\uce20\uc758 \uc720\ud615\uacfc \uc5f0\uad6c \ubaa9\uc801\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 ACA \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p><strong>\ud14d\uc2a4\ud2b8 \ubd84\ub958:<\/strong> \ucf58\ud150\uce20\uc5d0 \ub530\ub77c \ud14d\uc2a4\ud2b8 \ubb38\uc11c\uc5d0 \ubbf8\ub9ac \uc815\uc758\ub41c \uce74\ud14c\uace0\ub9ac \ub610\ub294 \ub808\uc774\ube14\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uac10\uc815 \ubd84\uc11d, \uc8fc\uc81c \ubd84\ub958, \uc2a4\ud338 \ud0d0\uc9c0 \ub4f1\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\ub124\uc784\ub4dc \uc5d4\ud2f0\ud2f0 \uc778\uc2dd(NER):<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ub0b4\uc5d0\uc11c \uc774\ub984, \uc704\uce58, \uc870\uc9c1 \ub610\ub294 \ub0a0\uc9dc\uc640 \uac19\uc740 \uba85\uba85\ub41c \uc5d4\ud2f0\ud2f0\ub97c \uc2dd\ubcc4\ud558\uace0 \ubd84\ub958\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uac10\uc815 \ubd84\uc11d:<\/strong> \uc77c\ubc18\uc801\uc73c\ub85c \uae0d\uc815, \ubd80\uc815 \ub610\ub294 \uc911\ub9bd\uc73c\ub85c \ubd84\ub958\ub418\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uac10\uc815 \ub610\ub294 \uac10\uc815 \uc5b4\uc870\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc11d\uc740 \uc5ec\ub860, \uace0\uac1d \ud53c\ub4dc\ubc31 \ub610\ub294 \uc18c\uc15c \ubbf8\ub514\uc5b4 \uc815\uc11c\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc8fc\uc81c \ubaa8\ub378\ub9c1: <\/strong>\ubb38\uc11c \ubaa8\uc74c \ub0b4\uc5d0\uc11c \uae30\ubcf8 \uc8fc\uc81c \ub610\ub294 \uc8fc\uc81c\ub97c \ubc1c\uacac\ud569\ub2c8\ub2e4. \uc7a0\uc7ac\ub41c \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0 \ucf58\ud150\uce20\uc5d0\uc11c \ub17c\uc758\ub418\ub294 \uc8fc\uc694 \uc8fc\uc81c\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\ud14d\uc2a4\ud2b8 \uc694\uc57d: <\/strong>\ud14d\uc2a4\ud2b8 \ubb38\uc11c\uc758 \uac04\uacb0\ud55c \uc694\uc57d\uc744 \uc0dd\uc131\ud558\uc5ec \ud575\uc2ec \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uac70\ub098 \ucf58\ud150\uce20\uc758 \uc758\ubbf8\ub97c \uc720\uc9c0\ud558\uba74\uc11c \uae38\uc774\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc774\ubbf8\uc9c0 \ub610\ub294 \ube44\ub514\uc624 \ubd84\uc11d: <\/strong>\ucef4\ud4e8\ud130 \ube44\uc804 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub098 \ub3d9\uc601\uc0c1\uc5d0\uc11c \uc0ac\ubb3c, \uc7a5\uba74, \uc5bc\uad74 \ud45c\uc815 \ub610\ub294 \uac10\uc815\uc744 \uc2dd\ubcc4\ud558\ub294 \ub4f1 \uc2dc\uac01\uc801 \ucf58\ud150\uce20\ub97c \uc790\ub3d9\uc73c\ub85c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d \uae30\uc220\uc740 \ubd84\uc11d \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4\ub97c \ud06c\uac8c \ub192\uc774\uace0, \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\uba70, \uc218\uc791\uc5c5\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 ACA \ubc29\ubc95\uc740 \uc644\ubcbd\ud558\uc9c0 \uc54a\uc73c\uba70 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\ub098 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub0b4\uc7ac\ub41c \ud3b8\uacac\uc774\ub098 \ud55c\uacc4\uc5d0 \uc758\ud574 \uc601\ud5a5\uc744 \ubc1b\uc744 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. ACA \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc5bb\uc740 \uacb0\uacfc\ub97c \uac80\uc99d\ud558\uace0 \ud574\uc11d\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc0ac\ub78c\uc758 \ucc38\uc5ec\uc640 \ub3c4\uba54\uc778 \uc804\ubb38 \uc9c0\uc2dd\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub610\ud55c \uc77d\uc5b4\ubcf4\uc138\uc694: <a href=\"https:\/\/mindthegraph.com\/blog\/ai-in-academic-research\/\"><strong>\ud559\uc220 \uc5f0\uad6c\uc5d0\uc11c AI\uc758 \uc5ed\ud560 \uc0b4\ud3b4\ubcf4\uae30<\/strong><\/a><\/p>\n\n\n\n<h3 id=\"h-history-of-automated-content-analysis\"><strong>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d\uc758 \uc5ed\uc0ac<\/strong><\/h3>\n\n\n\n<p>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc758 \uc5ed\uc0ac\ub294 \ucef4\ud4e8\ud130 \uc5b8\uc5b4\ud559 \ubd84\uc57c\uc758 \ucd08\uae30 \ubc1c\uc804\uacfc \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\uc220\uc758 \ub4f1\uc7a5\uc73c\ub85c \uac70\uc2ac\ub7ec \uc62c\ub77c\uac08 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/en.wikipedia.org\/wiki\/Natural_language_processing\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/a> (NLP) \uae30\uc220\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 ACA \uc5ed\uc0ac\uc758 \uc8fc\uc694 \uc774\uc815\ud45c\uc5d0 \ub300\ud55c \uac1c\uc694\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<p><strong>1950\ub144\ub300-1960\ub144\ub300:<\/strong> \ucef4\ud4e8\ud130 \uc5b8\uc5b4\ud559\uacfc \uae30\uacc4 \ubc88\uc5ed\uc758 \ud0c4\uc0dd\uc740 ACA\uc758 \ud1a0\ub300\ub97c \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ucef4\ud4e8\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uacfc \ub2e8\uc21c\ud55c \ud328\ud134 \ub9e4\uce6d\uc5d0 \uc911\uc810\uc744 \ub450\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>1970\ub144\ub300-1980\ub144\ub300: <\/strong>\ubcf4\ub2e4 \ubc1c\uc804\ub41c \uc5b8\uc5b4 \uc774\ub860\uacfc \ud1b5\uacc4\uc801 \ubc29\ubc95\uc758 \uac1c\ubc1c\ub85c ACA\ub294 \uc0c1\ub2f9\ud55c \uc9c4\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ub2e8\uc5b4 \ube48\ub3c4 \ubd84\uc11d, \uc77c\uce58\ub3c4, \uc5f0\uc5b4 \ubd84\uc11d\uacfc \uac19\uc740 \ud1b5\uacc4 \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ucf54\ud37c\uc2a4\ub85c\ubd80\ud130 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>1990s: <\/strong>\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \ub4f1\uc7a5, \ud2b9\ud788 \ud1b5\uacc4 \ubaa8\ub378\ub9c1\uc758 \ubd80\uc0c1\uacfc \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \ucf54\ud37c\uc2a4\uc758 \uac00\uc6a9\uc131\uc740 ACA\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf30\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac\uc640 \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Naive_Bayes\">\ub098\uc774\ube0c \ubca0\uc774\uc988<\/a>\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \ud1a0\ud53d \ubaa8\ub378\ub9c1 \ub4f1\uc758 \uc791\uc5c5\uc744 \uc704\ud55c \ubca1\ud130 \uba38\uc2e0\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>2000s:<\/strong> \uc778\ud130\ub137\uc758 \uc131\uc7a5\uacfc \ub514\uc9c0\ud138 \ucf58\ud150\uce20\uc758 \ud655\uc0b0\uc73c\ub85c \uc790\ub3d9\ud654\ub41c \ubd84\uc11d \uae30\uc220\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uc99d\uac00\ud588\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc6d0\ub4e4\uc740 \uc6f9 \uc2a4\ud06c\ub798\ud551\uacfc \uc6f9 \ud06c\ub864\ub9c1\uc744 \ud65c\uc6a9\ud558\uc5ec \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc218\uc9d1\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc\ub3c4 \uac10\uc815 \ubd84\uc11d\uacfc \uc624\ud53c\ub2c8\uc5b8 \ub9c8\uc774\ub2dd\uc744 \uc704\ud55c \uadc0\uc911\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc18c\uc2a4\ub85c \ubd80\uc0c1\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>2010s: <\/strong>\ub525 \ub7ec\ub2dd\uacfc \uc2e0\uacbd\ub9dd\uc740 ACA\uc5d0\uc11c \uac01\uad11\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \uae30\uc220 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Recurrent_neural_network\">\ubc18\ubcf5 \uc2e0\uacbd\ub9dd<\/a> (RNN) \ubc0f <a href=\"https:\/\/en.wikipedia.org\/wiki\/Convolutional_neural_network\">\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd <\/a>(CNN)\uc740 \uba85\uba85\ub41c \uac1c\uccb4 \uc778\uc2dd, \ud14d\uc2a4\ud2b8 \uc0dd\uc131 \ubc0f \uc774\ubbf8\uc9c0 \ubd84\uc11d\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \uac83\uc73c\ub85c \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Word2Vec, GloVe, BERT\uc640 \uac19\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub418\uba74\uc11c ACA\uc758 \uc815\ud655\ub3c4\uc640 \uae30\ub2a5\uc774 \ub354\uc6b1 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc120\ubb3c: <\/strong>ACA\ub294 \uacc4\uc18d\ud574\uc11c \uc9c4\ud654\ud558\uace0 \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc790\ub4e4\uc740 \ucf58\ud150\uce20\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uc774\ud574\ub97c \uc704\ud574 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \ub3d9\uc601\uc0c1 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\ub294 \uba40\ud2f0\ubaa8\ub2ec \ubd84\uc11d\uc744 \uc5f0\uad6c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucc45\uc784\uac10 \uc788\uace0 \ud3b8\uacac \uc5c6\ub294 \ubd84\uc11d\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ud3b8\ud5a5\uc131 \uac10\uc9c0 \ubc0f \uc644\ud654, \uacf5\uc815\uc131, \ud22c\uba85\uc131 \ub4f1 \uc724\ub9ac\uc801 \uace0\ub824\uc0ac\ud56d\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc624\ub298\ub0a0 ACA \uae30\ubc95\uc740 \uc0ac\ud68c\uacfc\ud559, \uc2dc\uc7a5 \uc870\uc0ac, \ubbf8\ub514\uc5b4 \ubd84\uc11d, \uc815\uce58\ud559, \uace0\uac1d \uacbd\ud5d8 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0 \uac78\uccd0 \ub110\ub9ac \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubd84\uc57c\ub294 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc758 \uac1c\ubc1c, \uacc4\uc0b0 \ub2a5\ub825\uc758 \ud5a5\uc0c1, \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uac00\uc6a9\uc131 \uc99d\uac00\ub85c \uacc4\uc18d \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-benefits-of-using-automated-content-analysis\"><strong>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d \uc0ac\uc6a9\uc758 \uc774\uc810<\/strong><\/h3>\n\n\n\n<p>\ub2e4\uc591\ud55c \ub3c4\uba54\uc778\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc744 \uc0ac\uc6a9\ud558\uba74 \uba87 \uac00\uc9c0 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc774\uc810\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<p><strong>\ud6a8\uc728\uc131 \ubc0f \uc2dc\uac04 \uc808\uc57d: <\/strong>ACA\ub294 \uc218\ub3d9 \ubc29\uc2dd\uc5d0 \ube44\ud574 \ubd84\uc11d \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4\ub97c \ud06c\uac8c \ub192\uc5ec\uc90d\ub2c8\ub2e4. \ub300\ub7c9\uc758 \ucf58\ud150\uce20\ub97c \ucc98\ub9ac\ud558\uace0 \ud6e8\uc52c \ube60\ub974\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4 \uc5f0\uad6c\uc790\uc640 \ubd84\uc11d\uac00\uc758 \uc2dc\uac04\uacfc \ub178\ub825\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc218\uc791\uc5c5\uc73c\ub85c \uc644\ub8cc\ud558\ub294 \ub370 \uba87 \uc8fc \ub610\ub294 \uba87 \ub2ec\uc774 \uac78\ub9ac\ub294 \uc791\uc5c5\uc744 ACA\ub97c \uc0ac\uc6a9\ud558\uba74 \uba87 \uc2dc\uac04 \ub610\ub294 \uba70\uce60 \ub9cc\uc5d0 \uc644\ub8cc\ud560 \uc218 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\ud655\uc7a5\uc131: <\/strong>ACA\ub294 \uc218\uc791\uc5c5\uc73c\ub85c \ubd84\uc11d\ud558\uae30\uc5d0\ub294 \ube44\ud604\uc2e4\uc801\uc778 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc218\ucc9c \uac1c\uc758 \ubb38\uc11c, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uace0\uac1d \ub9ac\ubdf0, \uba40\ud2f0\ubbf8\ub514\uc5b4 \ucf58\ud150\uce20 \ub4f1 ACA \uae30\uc220\uc740 \ub370\uc774\ud130\uc758 \uc591\uacfc \uaddc\ubaa8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \uc218\ub3d9\uc73c\ub85c\ub294 \ub2ec\uc131\ud558\uae30 \uc5b4\ub835\uac70\ub098 \ubd88\uac00\ub2a5\ud55c \uc218\uc900\uc758 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc77c\uad00\uc131 \ubc0f \uc2e0\ub8b0\uc131: <\/strong>ACA\ub294 \ubd84\uc11d \uacfc\uc815\uc5d0\uc11c \uc0ac\ub78c\uc758 \ud3b8\uacac\uacfc \uc8fc\uad00\uc131\uc744 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59, \uc54c\uace0\ub9ac\uc998 \ubc0f \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368 ACA\ub294 \ucf58\ud150\uce20 \ubd84\uc11d\uc5d0 \ub300\ud55c \ubcf4\ub2e4 \uc77c\uad00\ub418\uace0 \ud45c\uc900\ud654\ub41c \uc811\uadfc \ubc29\uc2dd\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc77c\uad00\uc131\uc740 \uacb0\uacfc\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0 \uacb0\uacfc\ub97c \uc27d\uac8c \ubcf5\uc81c\ud558\uace0 \ube44\uad50\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uac1d\uad00\uc131 \ubc0f \ud3b8\uacac \uc5c6\ub294 \ubd84\uc11d:<\/strong> \uc790\ub3d9\ud654\ub41c \ubd84\uc11d \uae30\uc220\uc740 \uc218\ub3d9 \ubd84\uc11d\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\ub294 \uc778\uac04\uc758 \ud3b8\uacac\uacfc \uc120\uc785\uacac\uc744 \uc644\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. ACA \uc54c\uace0\ub9ac\uc998\uc740 \uac01 \ucf58\ud150\uce20\ub97c \uac1d\uad00\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ubbc0\ub85c \ubcf4\ub2e4 \ud3b8\uacac \uc5c6\ub294 \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 ACA\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\ub098 \uc54c\uace0\ub9ac\uc998\uc5d0 \ud3b8\uacac\uc774 \uc5ec\uc804\ud788 \uc874\uc7ac\ud560 \uc218 \uc788\uc73c\uba70, \uacb0\uacfc\ub97c \uac80\uc99d\ud558\uace0 \ud574\uc11d\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc0ac\ub78c\uc758 \uac10\ub3c5\uc774 \ud544\uc694\ud558\ub2e4\ub294 \uc810\uc5d0 \uc720\uc758\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uad00\ub828 \ubb38\uc11c: <a href=\"https:\/\/mindthegraph.com\/blog\/how-to-avoid-bias-in-research\/\"><strong>\uc5f0\uad6c\uc5d0\uc11c \ud3b8\uacac\uc744 \ud53c\ud558\ub294 \ubc29\ubc95: \uacfc\ud559\uc801 \uac1d\uad00\uc131 \ud0d0\uc0c9\ud558\uae30<\/strong><\/a><\/p>\n\n\n\n<p><strong>\ub2e4\uc591\ud55c \ucf58\ud150\uce20 \ucc98\ub9ac:<\/strong> ACA\ub294 \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \ub3d9\uc601\uc0c1 \ub4f1 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ucf58\ud150\uce20\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\uc5f0\uc131 \ub355\ubd84\uc5d0 \uc5f0\uad6c\uc790\uc640 \ubd84\uc11d\uac00\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uace0 \ucf58\ud150\uce20\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ucf58\ud150\uce20 \uc720\ud615\uc744 \uacb0\ud569\ud55c \uba40\ud2f0\ubaa8\ub2ec \ubd84\uc11d\uc740 \ub354 \uae4a\uace0 \ubbf8\ubb18\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\uc228\uaca8\uc9c4 \ud328\ud134\uacfc \uc778\uc0ac\uc774\ud2b8 \ubc1c\uacac\ud558\uae30: <\/strong>ACA \uae30\ubc95\uc740 \uc218\ub3d9 \ubd84\uc11d\uc73c\ub85c\ub294 \uc27d\uac8c \ub4dc\ub7ec\ub098\uc9c0 \uc54a\ub294 \ud328\ud134, \ud2b8\ub80c\ub4dc, \uc778\uc0ac\uc774\ud2b8\ub97c \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\ub78c\uc774 \uac04\uacfc\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \ub0b4\uc758 \uad00\uacc4, \uac10\uc815, \uc8fc\uc81c \ubc0f \uae30\ud0c0 \ud328\ud134\uc744 \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. ACA\ub294 \uc228\uaca8\uc9c4 \uc778\uc0ac\uc774\ud2b8\ub97c \ubc1d\ud600\ub0b4\uc5b4 \ubc1c\uacac\uacfc \uc2e4\ud589 \uac00\ub2a5\ud55c \uacb0\uacfc\ub97c \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\ube44\uc6a9 \ud6a8\uc728\uc131: <\/strong>ACA\ub294 \uc778\ud504\ub77c, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub610\ub294 \uc804\ubb38 \uc9c0\uc2dd\uc5d0 \ub300\ud55c \ucd08\uae30 \ud22c\uc790\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc9c0\ub9cc \uad81\uadf9\uc801\uc73c\ub85c \uc7a5\uae30\uc801\uc73c\ub85c\ub294 \ube44\uc6a9 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4. ACA\ub294 \uc2dc\uac04\uc774 \ub9ce\uc774 \uac78\ub9ac\uace0 \ub9ac\uc18c\uc2a4 \uc9d1\uc57d\uc801\uc778 \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368 \uad11\ubc94\uc704\ud55c \uc218\uc791\uc5c5\uc758 \ud544\uc694\uc131\uc744 \uc904\uc5ec \uc778\uc801 \uc790\uc6d0\uacfc \uad00\ub828\ub41c \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"h-types-of-automated-content-analysis\"><strong>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d\uc758 \uc720\ud615<\/strong><\/h2>\n\n\n\n<p>\uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc758 \uc720\ud615\uc740 \uc790\ub3d9\ud654 \ub610\ub294 \ucef4\ud4e8\ud130 \uae30\ubc18 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\uc2dd\uacfc \ubc29\ubc95\uc744 \ub9d0\ud569\ub2c8\ub2e4. ACA\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uba38\uc2e0 \ub7ec\ub2dd \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud574 \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \uc778\uc0ac\uc774\ud2b8, \ud328\ud134 \ubc0f \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc77c\ubc18\uc801\uc778 ACA \uc720\ud615\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<h3 id=\"h-text-categorization\"><strong>\ud14d\uc2a4\ud2b8 \ubd84\ub958<\/strong><\/h3>\n\n\n\n<p>\ud14d\uc2a4\ud2b8 \ubd84\ub958\ub77c\uace0\ub3c4 \ud558\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ucf58\ud150\uce20\uc5d0 \ub530\ub77c \ud14d\uc2a4\ud2b8 \ubb38\uc11c\uc5d0 \ubbf8\ub9ac \uc815\uc758\ub41c \ubc94\uc8fc \ub610\ub294 \ub808\uc774\ube14\uc744 \uc790\ub3d9\uc73c\ub85c \ud560\ub2f9\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc774\ub294 \uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d(ACA)\uc758 \uae30\ubcf8 \uc791\uc5c5\uc785\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e8\uc5b4 \ube48\ub3c4, \uc6a9\uc5b4 \uc720\ubb34 \ub610\ub294 \uc8fc\uc81c \ubaa8\ub378\ub9c1\uc774\ub098 \ub525 \ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\uc640 \uac19\uc740 \uace0\uae09 \ubc29\ubc95 \ub4f1 \ub2e4\uc591\ud55c \uae30\ub2a5\uacfc \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574 \ubb38\uc11c\ub97c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3><strong>\uac10\uc815 \ubd84\uc11d<\/strong><\/h3>\n\n\n\n<p>\uc624\ud53c\ub2c8\uc5b8 \ub9c8\uc774\ub2dd\uc774\ub77c\uace0\ub3c4 \ud558\ub294 \uac10\uc131 \ubd84\uc11d\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ud45c\ud604\ub41c \uac10\uc815\uc774\ub098 \uc815\uc11c\uc801 \uc5b4\uc870\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8\ub97c \uae0d\uc815, \ubd80\uc815, \uc911\ub9bd\uc73c\ub85c \uc790\ub3d9 \ubd84\ub958\ud558\uac70\ub098 \uacbd\uc6b0\uc5d0 \ub530\ub77c \ud2b9\uc815 \uac10\uc815\uc744 \uc2dd\ubcc4\ud558\ub294 \uc791\uc5c5\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uac10\uc131 \ubd84\uc11d \uae30\uc220\uc740 \uc5b4\ud718\uc9d1, \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ub610\ub294 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uace0\uac1d \ub9ac\ubdf0, \ub274\uc2a4 \uae30\uc0ac \ubc0f \uae30\ud0c0 \ud14d\uc2a4\ud2b8 \uc18c\uc2a4\uc5d0\uc11c \uc804\ub2ec\ub418\ub294 \uac10\uc131\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3><strong>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)<\/strong><\/h3>\n\n\n\n<p>NLP\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04\uc758 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc5f0\uad6c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 ACA\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uae30\uc220\uacfc \uc54c\uace0\ub9ac\uc998\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. NLP \uae30\uc220\uc744 \ud1b5\ud574 \ucef4\ud4e8\ud130\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud1a0\ud070\ud654, \ud488\uc0ac \ud0dc\uae45, \uba85\uba85\ub41c \uc5d4\ud2f0\ud2f0 \uc778\uc2dd, \uad6c\ubb38 \ubd84\uc11d, \uc758\ubbf8 \ubd84\uc11d, \ud14d\uc2a4\ud2b8 \uc815\uaddc\ud654 \ub4f1\uc774 ACA\uc758 \uc77c\ubc18\uc801\uc778 NLP \uc791\uc5c5 \uc911 \uc77c\ubd80\uc785\ub2c8\ub2e4. NLP\ub294 ACA\uc758 \ub9ce\uc740 \uc790\ub3d9\ud654\ub41c \ubd84\uc11d \ubc29\ubc95\uc758 \ud1a0\ub300\ub97c \ud615\uc131\ud569\ub2c8\ub2e4. NPL\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \"<a href=\"https:\/\/hbr.org\/2022\/04\/the-power-of-natural-language-processing\" target=\"_blank\" rel=\"noreferrer noopener\">\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud798<\/a>&#8220;.<\/p>\n\n\n\n<h3><strong>\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/strong><\/h3>\n\n\n\n<p>\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801\uc73c\ub85c \ud504\ub85c\uadf8\ub798\ubc0d\ud558\uc9c0 \uc54a\uace0\ub3c4 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc8fc\uae30 \ub54c\ubb38\uc5d0 ACA\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. ACA\uc5d0\ub294 \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac, \ub098\uc774\ube0c \ubca0\uc774\uc988, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM), \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc640 \uac19\uc740 \uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \ube44\ub86f\ud55c \ub2e4\uc591\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998, \ud1a0\ud53d \ubaa8\ub378, \ucc28\uc6d0 \ucd95\uc18c \uae30\ubc95\uacfc \uac19\uc740 \ube44\uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\ub3c4 \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0 \uc720\uc0ac\ud55c \ucf58\ud150\uce20\ub97c \uadf8\ub8f9\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(CNN) \ubc0f \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uacfc \uac19\uc740 \ub525 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uac10\uc131 \ubd84\uc11d, \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc774\ubbf8\uc9c0 \ubd84\uc11d\uacfc \uac19\uc740 \uc791\uc5c5\uc5d0\uc11c \ud070 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \"<a href=\"https:\/\/www.sas.com\/en_gb\/insights\/articles\/analytics\/machine-learning-algorithms.html\" target=\"_blank\" rel=\"noreferrer noopener\">\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc720\ud615\uacfc \uadf8 \uc801\uc6a9\uc5d0 \ub300\ud55c \uac00\uc774\ub4dc<\/a>&#8220;.<\/p>\n\n\n\n<h2><strong>\uc5c5\ubb34\uc5d0 \ub300\ud55c \ub192\uc740 \uc601\ud5a5\ub825\uacfc \uac00\uc2dc\uc131 \ud5a5\uc0c1<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph<\/a> \ud50c\ub7ab\ud3fc\uc740 \uacfc\ud559\uc790\ub4e4\uc5d0\uac8c \uc791\uc5c5\uc758 \uc601\ud5a5\ub825\uacfc \uac00\uc2dc\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uacfc\ud559\uc790\ub4e4\uc740 Mind the Graph\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uac01\uc801\uc73c\ub85c \ub180\ub78d\uace0 \ub9e4\ub825\uc801\uc778 \uadf8\ub798\ud53d \ucd08\ub85d, \uacfc\ud559 \uc77c\ub7ec\uc2a4\ud2b8\ub808\uc774\uc158 \ubc0f \ud504\ub808\uc820\ud14c\uc774\uc158\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uac01\uc801\uc73c\ub85c \ub9e4\ub825\uc801\uc778 \ube44\uc8fc\uc5bc\uc740 \uccad\uc911\uc758 \ub9c8\uc74c\uc744 \uc0ac\ub85c\uc7a1\uc744 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ubcf5\uc7a1\ud55c \uacfc\ud559 \uac1c\ub150\uacfc \uc5f0\uad6c \uacb0\uacfc\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacfc\ud559\uc790\ub4e4\uc740 \uc804\ubb38\uc801\uc774\uace0 \ubbf8\ud559\uc801\uc73c\ub85c \ub9cc\uc871\uc2a4\ub7ec\uc6b4 \uc2dc\uac01\uc801 \ucf58\ud150\uce20\ub97c \uc81c\uc791\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \ud1b5\ud574 \uc5f0\uad6c\uc758 \uc601\ud5a5\ub825\uc744 \ud06c\uac8c \ub192\uc774\uace0 \ub354 \ub9ce\uc740 \uccad\uc911\uc774 \ub354 \uc27d\uac8c \uc811\uadfc\ud558\uace0 \uad00\uc2ec\uc744 \uac00\uc9c8 \uc218 \uc788\ub3c4\ub85d \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubb34\ub8cc\ub85c \uac00\uc785\ud558\uc138\uc694.<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\"><img decoding=\"async\" loading=\"lazy\" width=\"1362\" height=\"900\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/09\/mtg-80-plus-fields.gif\" alt=\"\uacfc\ud559 \uc0bd\ud654\" class=\"wp-image-29586\"\/><\/a><\/figure><\/div>\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/?utm_source=blog&amp;utm_medium=content\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph\ub85c \uc81c\uc791 \uc2dc\uc791\ud558\uae30<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>","protected":false},"excerpt":{"rendered":"<p>AI \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uac00\uce58 \uc788\ub294 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\ub294 \uc790\ub3d9\ud654\ub41c \ucf58\ud150\uce20 \ubd84\uc11d\uc758 \uc7a0\uc7ac\ub825\uc744 \ubc1c\uacac\ud558\uc138\uc694.<\/p>","protected":false},"author":35,"featured_media":50136,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automated Content Analysis: Exploiting The Riches Of Textual Data<\/title>\n<meta name=\"description\" content=\"Discover the potential of automated content analysis, leveraging AI technology to unlock valuable insights from extensive datasets.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/ko\/automated-content-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Content 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