{"id":25211,"date":"2024-10-26T09:53:02","date_gmt":"2024-10-26T09:53:02","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25211"},"modified":"2024-11-26T08:02:32","modified_gmt":"2024-11-26T08:02:32","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-bag-of-words-bow","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25211\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: Bag of Words (BoW)"},"content":{"rendered":"<p><body><\/p>\n<div class=\"section\">\n<h2>1. \uc11c\ub860<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 NLP \ubd84\uc57c\ub294 \ube44\uc57d\uc801 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud45c\ud604\ud558\ub294 \ub300\ud45c\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\uc778 Bag of Words(BoW)\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"section\">\n<h2>2. Bag of Words(BoW)\ub780?<\/h2>\n<p>Bag of Words\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\uae30 \uc704\ud55c \ub2e8\uc21c\ud558\uba74\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. BoW\ub294 \ubb38\uc11c\ub97c \ub2e8\uc5b4\uc758 \uc9d1\ud569\uc73c\ub85c \ucde8\uae09\ud558\uba70, \ubb38\uc11c \ub0b4\uc5d0\uc11c \uac01 \ub2e8\uc5b4\uac00 \uba87 \ubc88 \ub098\ud0c0\ub098\ub294\uc9c0\ub97c \uc138\uc5b4 \ud574\ub2f9 \ub2e8\uc5b4\uc758 \ube48\ub3c4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. BoW\ub294 \uac1c\ubcc4 \ub2e8\uc5b4\uc758 \uc21c\uc11c\ub098 \ubb38\ubc95\uc801 \uad00\uacc4\ub97c \ubb34\uc2dc\ud558\uc9c0\ub9cc, \ub2e8\uc5b4\uc758 \ucd9c\ud604 \ube48\ub3c4\uc5d0 \uae30\ubc18\ud574 \ud14d\uc2a4\ud2b8\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 BoW\uc758 \uae30\ubcf8 \ub3d9\uc791 \uc6d0\ub9ac<\/h3>\n<p>BoW\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud1b5\ud574 \ub3d9\uc791\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\uc804\ucc98\ub9ac<\/strong>: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0, \ub2e8\uc5b4\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub300\uc18c\ubb38\uc790 \ubcc0\ud658, \uad6c\ub450\uc810 \uc81c\uac70, \ubd88\uc6a9\uc5b4(stop words) \uc81c\uac70 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e8\uc5b4 \uc9d1\ud569 \uc0dd\uc131<\/strong>: \ubaa8\ub4e0 \ubb38\uc11c\uc5d0\uc11c \ub098\ud0c0\ub098\ub294 \uace0\uc720\ud55c \ub2e8\uc5b4\ub4e4\uc758 \ub9ac\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub97c \ub2e8\uc5b4 \uc9d1\ud569(vocabulary)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubb38\uc11c \ubca1\ud130\ud654<\/strong>: \uac01 \ubb38\uc11c\ub97c \ub2e8\uc5b4 \uc9d1\ud569\uc758 \ud06c\uae30\ub9cc\ud07c\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \ubb38\uc11c \ub0b4 \ud2b9\uc815 \ub2e8\uc5b4\uc758 \ucd9c\ud604 \ube48\ub3c4 \ud639\uc740 \uc774\uc9c4\uac12(\uc874\uc7ac\/\uc874\uc7ac\ud558\uc9c0 \uc54a\uc74c)\uc744 \ud1b5\ud574 \ubca1\ud130\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/div>\n<div class=\"section\">\n<h2>3. BoW\uc758 \uc7a5\ub2e8\uc810<\/h2>\n<h3>3.1 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\ub2e8\uc21c\uc131<\/strong>: BoW\ub294 \uad6c\ud604\uc774 \uac04\ub2e8\ud558\uace0 \uc774\ud574\ud558\uae30 \uc27d\uac8c \uc124\uacc4\ub418\uc5b4 \uc788\uc5b4 \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubb38\uc81c\uc5d0 \uc27d\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud6a8\uc728\uc131<\/strong>: \uc791\uc740 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc778 \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, \uc5f0\uc0b0 \ube44\uc6a9\uc774 \ub0ae\uc544 \ube60\ub974\uac8c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud655\uc7a5\uc131<\/strong>: \ub2e4\ub978 \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uacfc \uacb0\ud569\ud560 \ub54c \ud2b9\ubcc4\ud55c \uc870\uc815\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc544 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \ub2e8\uc810<\/h3>\n<ul>\n<li><strong>\ubb38\ub9e5 \uc815\ubcf4 \uc190\uc2e4<\/strong>: BoW\ub294 \ub2e8\uc5b4\uc758 \uc21c\uc11c\uc640 \ubb38\ub9e5\uc744 \ubb34\uc2dc\ud558\uae30 \ub54c\ubb38\uc5d0, \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc81c\ub300\ub85c \ud3ec\ucc29\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uace0\ucc28\uc6d0 \ub370\uc774\ud130<\/strong>: \ub2e8\uc5b4 \uc9d1\ud569\uc774 \ucee4\uc9c8\uc218\ub85d \ud2b9\uc815 \ubb38\uc11c\uc758 \ubca1\ud130 \ud45c\ud604\uc774 \ud76c\uc18c\ud574\uc9c0\uba70, \uace0\ucc28\uc6d0 \ub370\uc774\ud130 \ubb38\uc81c\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd88\uc6a9\uc5b4\uc640 \uc911\ubcf5 \ubb38\uc81c<\/strong>: \ubd88\uc6a9\uc5b4\ub97c \uc644\uc804\ud788 \uc81c\uac70\ud558\uc9c0 \uc54a\uc73c\uba74, \uc758\ubbf8 \uc5c6\ub294 \ub2e8\uc5b4\ub4e4\uc774 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc800\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n<div class=\"section\">\n<h2>4. BoW\uc758 \ud65c\uc6a9 \uc608\uc2dc<\/h2>\n<p>BoW\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n<h3>4.1 \ud14d\uc2a4\ud2b8 \ubd84\ub958<\/h3>\n<p>BoW\ub294 \uc774\uba54\uc77c \uc2a4\ud338 \ud544\ud130\ub9c1, \uac10\uc815 \ubd84\uc11d, \uc8fc\uc81c \ubd84\ub958 \ub4f1 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc791\uc5c5\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae0d\uc815\uc801, \ubd80\uc815\uc801 \uac10\uc815\uc744 \uac00\uc9c4 \ud14d\uc2a4\ud2b8\ub97c \ubd84\ub958\ud560 \ub54c, BoW \ubca1\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uac10\uc815\uc744 \uac00\uc9c4 \ub2e8\uc5b4\uc758 \ube48\ub3c4\ub97c \ud53c\ucc98\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uc815\ubcf4 \uac80\uc0c9<\/h3>\n<p>BoW\ub294 \uac80\uc0c9 \uc5d4\uc9c4\uc5d0\uc11c \uac80\uc0c9 \uc9c8\uc758\ub97c \ucc98\ub9ac\ud560 \ub54c\ub3c4 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \ucffc\ub9ac \ub2e8\uc5b4\uc758 BoW \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub0b4 \ubb38\uc11c\ub4e4\uacfc \ube44\uad50\ud558\uc5ec \uc720\uc0ac\uc131\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"section\">\n<h2>5. BoW\uc640 \ub525 \ub7ec\ub2dd<\/h2>\n<p>\ucd5c\uadfc \ub525 \ub7ec\ub2dd\uacfc \uac19\uc740 \uace0\uae09 \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c, BoW\ub294 \ubb38\uc11c \ud45c\ud604\uc758 \uccab \ub2e8\uacc4\ub85c \uc0ac\uc6a9\ub418\uac70\ub098, \ud2b9\uc815 \ubaa8\ub378\uc758 \uc785\ub825 \ub370\uc774\ud130\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788, \uacb0\ud569\ub41c \uc811\uadfc \ubc29\uc2dd\uc774 \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. BoW\ub97c \uae30\ubc18\uc73c\ub85c \uc784\ubca0\ub529 \uae30\ubc95\uc744 \uc774\uc6a9\ud558\uac70\ub098, CNN, RNN \ub4f1 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \ubb38\uc11c \ubca1\ud130\ub97c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"section\">\n<h2>6. \uacb0\ub860<\/h2>\n<p>Bag of Words\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58\ud654\ud558\ub294 \uac04\ub2e8\ud558\uace0 \uac15\ub825\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 BoW\ub294 \ub354\uc6b1 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, NLP\uc758 \ubc1c\uc804\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354\uc6b1 \uc815\uad50\ud55c \ud14d\uc2a4\ud2b8 \ud45c\ud604 \ubc29\ubc95\uacfc \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc774 \ub4f1\uc7a5\ud558\uc5ec, NLP \ubd84\uc57c\uc758 \ud601\uc2e0\uc774 \uc9c0\uc18d\ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"section\">\n<h2>7. \ucc38\uace0\ubb38\ud5cc<\/h2>\n<ul>\n<li>J. B. MacQueen, \u201cSome Methods for Classification and Analysis of Multivariate Observations,\u201d <em>Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability<\/em>, 1967.<\/li>\n<li>A. P. Engelbrecht, <em>Computational Intelligence: Principles, Techniques and Applications<\/em>, Wiley, 2007.<\/li>\n<\/ul>\n<\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 NLP \ubd84\uc57c\ub294 \ube44\uc57d\uc801 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud45c\ud604\ud558\ub294 \ub300\ud45c\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\uc778 Bag of Words(BoW)\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. Bag of Words(BoW)\ub780? Bag of Words\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25211\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: Bag of Words (BoW)&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-25211","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: Bag of Words (BoW) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/25211\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: Bag of Words (BoW) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 NLP \ubd84\uc57c\ub294 \ube44\uc57d\uc801 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud45c\ud604\ud558\ub294 \ub300\ud45c\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\uc778 Bag of Words(BoW)\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 2. Bag of Words(BoW)\ub780? 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