TF-IDF:<\/strong> \ub2e8\uc5b4\uc758 \uc911\uc694\uc131\uc744 \ud3c9\uac00\ud558\ub294 \ud1b5\uacc4\uc801 \uc218\uce58\ub85c, ‘Term Frequency-Inverse Document Frequency’\uc758 \uc904\uc784\ub9d0\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n2. \uce74\uc6b4\ud2b8 \uae30\ubc18 \ub2e8\uc5b4 \ud45c\ud604 \uae30\ubc95<\/h2>\n
\uce74\uc6b4\ud2b8 \uae30\ubc18 \ubc29\ubc95\uc740 \uc8fc\ub85c \ub450 \uac00\uc9c0\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \ub2e8\uc5b4-\ubb38\uc11c \ud589\ub82c(Word-Document Matrix)\uc640 \ub2e8\uc5b4-\ub2e8\uc5b4 \ud589\ub82c(Word-Word Matrix).<\/p>\n
2.1. \ub2e8\uc5b4-\ubb38\uc11c \ud589\ub82c<\/h3>\n
\ub2e8\uc5b4-\ubb38\uc11c \ud589\ub82c\uc740 \uac01 \ub2e8\uc5b4\uac00 \ubb38\uc11c\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc790\uc8fc \ub098\ud0c0\ub098\ub294\uc9c0\ub97c \ub098\ud0c0\ub0b4\ub294 \ud589\ub82c\uc785\ub2c8\ub2e4. \uac00\ub85c\ucd95\uc740 \ubb38\uc11c, \uc138\ub85c\ucd95\uc740 \ub2e8\uc5b4\ub85c \uad6c\uc131\ub418\uba70, \ud574\ub2f9 \uc140\uc5d0\ub294 \ub2e8\uc5b4\uc758 \uce74\uc6b4\ud2b8 \uc218\uac00 \ub4e4\uc5b4\uac11\ub2c8\ub2e4. \uc774 \ud589\ub82c\uc758 \uac01 \uc5f4\uc740 \ubb38\uc11c\uc758 \ud45c\ud604\uc744 \ub098\ud0c0\ub0b4\uace0 \ud589\uc740 \ub2e8\uc5b4\uc758 \ucd9c\ud604 \ube48\ub3c4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n
\nimport numpy as np\nfrom sklearn.feature_extraction.text import CountVectorizer\n\n# Sample documents\ndocuments = [\"\uace0\uc591\uc774\ub294 \uadc0\uc5fd\uace0 \uc950\ub97c \uc7a1\uc544\uba39\uc2b5\ub2c8\ub2e4.\",\n \"\uac1c\ub294 \ucda9\uc9c1\ud558\uace0 \uc0ac\ub78c\uc744 \ubcf4\ud638\ud569\ub2c8\ub2e4.\",\n \"\uc0c8\ub294 \ud558\ub298\uc744 \ub0a0\uba70 \uc790\uc720\ub86d\uc2b5\ub2c8\ub2e4.\"]\n\n# Create Count Vectorizer\nvectorizer = CountVectorizer()\nX = vectorizer.fit_transform(documents)\n\n# Convert to array\ncount_vector = X.toarray()\n\nprint(\"\ub2e8\uc5b4 \ubaa9\ub85d:\", vectorizer.get_feature_names_out())\nprint(\"\ub2e8\uc5b4-\ubb38\uc11c \ud589\ub82c:\\n\", count_vector)\n<\/code><\/pre>\n2.2. \ub2e8\uc5b4-\ub2e8\uc5b4 \ud589\ub82c<\/h3>\n
\ub2e8\uc5b4-\ub2e8\uc5b4 \ud589\ub82c\uc740 \ud2b9\uc815 \ub2e8\uc5b4 \uac04\uc758 \ub3d9\uc2dc \ucd9c\ud604 \ube48\ub3c4\ub97c \ub098\ud0c0\ub0b4\ub294 \ud589\ub82c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, ‘\uace0\uc591\uc774’\uc640 ‘\uac1c’\uac00 \uac19\uc740 \ubb38\uc11c\uc5d0 \ucd9c\ud604\ud558\uba74 \ud574\ub2f9 \ud589\ub82c\uc758 \uc140 \uac12\uc774 \uc99d\uac00\ud569\ub2c8\ub2e4. \uc774 \ud589\ub82c\uc740 \uc720\uc0ac\ud55c \uc758\ubbf8\ub97c \uac00\uc9c4 \ub2e8\uc5b4\ub97c \ucc3e\ub294 \uc791\uc5c5\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
\nfrom sklearn.metrics.pairwise import cosine_similarity\n\n# Create word-word co-occurrence matrix\nco_matrix = np.dot(count_vector.T, count_vector)\n\n# Calculate cosine similarity\ncosine_sim = cosine_similarity(co_matrix)\n\nprint(\"\ub2e8\uc5b4-\ub2e8\uc5b4 \ub3d9\uc2dc \ucd9c\ud604 \ud589\ub82c:\\n\", co_matrix)\nprint(\"\ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4:\\n\", cosine_sim)\n<\/code><\/pre>\n3. \uce74\uc6b4\ud2b8 \uae30\ubc18 \ud45c\ud604\uc758 \ud65c\uc6a9<\/h2>\n
\uce74\uc6b4\ud2b8 \uae30\ubc18 \ub2e8\uc5b4 \ud45c\ud604\uc740 \uc5ec\ub7ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc81c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc8fc\uc694 \ud65c\uc6a9 \uc0ac\ub840\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1. \ubb38\uc11c \ubd84\ub958<\/h3>\n
\ubb38\uc11c\uc758 \uce74\uc6b4\ud2b8 \ubca1\ud130\ub97c \uae30\ubc18\uc73c\ub85c SVM, \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\uc640 \uac19\uc740 \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2. \uad70\uc9d1\ud654<\/h3>\n
\ub2e8\uc5b4\uc758 \uc720\uc0ac\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \uad70\uc9d1\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, K-\ud3c9\uade0 \uad70\uc9d1 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc720\uc0ac\ud55c \ub2e8\uc5b4\uac00 \uad70\uc9d1\uc744 \ud615\uc131\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n
3.3. \uc815\ubcf4 \uac80\uc0c9<\/h3>\n
\uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uc9c8\uc758\uc5b4\uc758 \uce74\uc6b4\ud2b8 \ubca1\ud130\uc640 \ubb38\uc11c\uc758 \uce74\uc6b4\ud2b8 \ubca1\ud130 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uacc4\uc0b0\ud558\uc5ec \uacb0\uacfc\ub97c \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/p>\n
4. \uce74\uc6b4\ud2b8 \uae30\ubc18 \ud45c\ud604\uc758 \ud55c\uacc4<\/h2>\n
\uce74\uc6b4\ud2b8 \uae30\ubc18 \ubc29\ubc95\uc740 \uc5ec\ub7ec \uc7a5\uc810\uc774 \uc788\uc9c0\ub9cc \ud55c\uacc4 \ub610\ud55c \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n
4.1. \uc758\ubbf8\uc758 \ubb34\uc2dc<\/h3>\n
\ub2e8\uc5b4\uc758 \ube48\ub3c4\ub9cc\uc73c\ub85c\ub294 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc644\uc804\ud788 \ud30c\uc545\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, ‘\uc740\ud589’\uc740 \uae08\uc735 \uae30\uad00\uc744 \uc758\ubbf8\ud560 \uc218\ub3c4 \uc788\uace0, \uac15\uac00\ub97c \ub73b\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\ub9e5\uc744 \uace0\ub824\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc5d0 \uc774\ub7ec\ud55c \uc758\ubbf8 \ubcc0\ubcc4\uc774 \ubd88\uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n
4.2. \ub2e8\uc5b4 \uc21c\uc11c \uace0\ub824 \ubd88\uac00\ub2a5<\/h3>\n
\ub2e8\uc5b4\uac00 \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc5d0\uc11c \uc5b4\ub5a4 \uc21c\uc11c\ub85c \ub4f1\uc7a5\ud558\ub294\uc9c0\uc5d0 \ub300\ud55c \uc815\ubcf4\ub294 \ud3ec\ud568\ub418\uc9c0 \uc54a\uc544, \ubb38\ub9e5\uc744 \uc81c\ub300\ub85c \ubc18\uc601\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uce74\uc6b4\ud2b8 \uae30\ubc18 \ud45c\ud604\uacfc \ub525 \ub7ec\ub2dd<\/h2>\n
\uce74\uc6b4\ud2b8 \uae30\ubc18\uc758 \ub2e8\uc5b4 \ud45c\ud604\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub525 \ub7ec\ub2dd\uc740 \ub354 \uae4a\uace0 \ubcf5\uc7a1\ud55c \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \ub354 \ubbf8\uc138\ud55c \uc758\ubbf8\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc5b4 \uc784\ubca0\ub529(Skip-gram, CBOW \ub4f1) \ubc29\ubc95\uc740 \ub2e8\uc5b4\uc758 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc9c1\uc811 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uce74\uc6b4\ud2b8 \uae30\ubc18 \ub2e8\uc5b4 \ud45c\ud604\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uac00 \ub418\ub294 \uc911\uc694\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, \ud604\ub300\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubc29\ubc95\uc740 \uc774\ub7ec\ud55c \uc804\ud1b5\uc801\uc778 \uae30\ubc95\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \ub354 \ubc1c\uc804\ub41c \ubc29\ubc95\ub4e4\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uce74\uc6b4\ud2b8 \uae30\ubc18 \uae30\ubc95\uc740 \uae30\ucd08\uc801\uc774\uc9c0\ub9cc \uc774\ud6c4\uc758 \uace0\uae09 \uae30\ubc95\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uae00\uc744 \ud1b5\ud574 \uce74\uc6b4\ud2b8 \uae30\ubc18 \ub2e8\uc5b4 \ud45c\ud604\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \uae4a\uc5b4\uc9c0\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \uc774\ub8e8\uc5b4\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uce74\uc6b4\ud2b8 \uae30\ubc18 \ub2e8\uc5b4 \ud45c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uce74\uc6b4\ud2b8 \uae30\ubc18 \ubc29\ubc95\uc740 \ub2e8\uc5b4\uc758 \ube48\ub3c4\ub97c \ud1b5\ud574 \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \ud30c\uc545\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub418\uba70, \ubca1\ud130\ud654 \uae30\ubc95 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uae30\ucd08\uc801\uc778 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uce74\uc6b4\ud2b8 \uae30\ubc18\uc758 \ub2e8\uc5b4 \ud45c\ud604”<\/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-25217","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"\n\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uce74\uc6b4\ud2b8 \uae30\ubc18\uc758 \ub2e8\uc5b4 \ud45c\ud604 - 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