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27\uc77c","format":false,"excerpt":"\uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uae08\uc735\uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\ucc28 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ube44\ub86f\ud55c \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc774 \uc5b4\ub5bb\uac8c \ud2b8\ub808\uc774\ub529\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ubca0\uc774\uc9c0\uc548 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc5ed\ud560\uacfc \uc911\uc694\uc131\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0,\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":28890,"url":"https:\/\/atmokpo.com\/w\/28890\/","url_meta":{"origin":28712,"position":3},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc704\uadfc\uc758 \ucc98\ub9ac \ubc29\ubc95","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uae09\uaca9\ud788 \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud558\uace0, \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc0c1 \ub2e8\uc704\uadfc(Stationarity) \ubb38\uc81c\ub294 \ud56d\uc0c1 \uace0\ub824\ud574\uc57c \ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29465,"url":"https:\/\/atmokpo.com\/w\/29465\/","url_meta":{"origin":28712,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud45c\ubcf8 \uc678 \uc218\uc775\ub960\ub85c \uc804\uc9c4 \ubd84\uc11d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud2b8\ub808\uc774\ub529 \ubc29\uc2dd\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ub9ce\uc740 \ud22c\uc790\uc790\uc640 \ud000\ud2b8\ub4e4\uc774 \uc801\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uac00\ub2a5\uc131\uc740 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc8fc\uc81c\uc778 \ud45c\ubcf8 \uc678 \uc218\uc775\ub960 \ubd84\uc11d(Out-of-Sample Return Analysis)\uae4c\uc9c0\ub97c \uc2ec\ub3c4 \uae4a\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":28712,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc804\uc774\ud559\uc2b5 \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \ube60\ub978 \ud6c8\ub828","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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\uc624\ub298\ub0a0\uc758 \uae08\uc735 \uc2dc\uc7a5\uc740 \uacfc\uac70\uc640\ub294 \ube44\uad50\ud560 \uc218 \uc5c6\uc744 \uc815\ub3c4\ub85c \ubcf5\uc7a1\ud558\uace0 \ubcc0\ub3d9\uc131\uc774 \ud07d\ub2c8\ub2e4. \uc774\ub7f0 \ud658\uacbd \uc18d\uc5d0\uc11c \ud22c\uc790\uc790\ub4e4\uc740 \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0\uc790 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ubd84\uc11d \ub3c4\uad6c \uc911 \uac00\uc7a5 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc pLSA(Probabilistic Latent Semantic Analysis)\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n

\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \ubbf8\ub798\ub97c \uc608\uce21\ud558\ub294 \ubc29\ubc95\ub860\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \ubc14\ud0d5\uc73c\ub85c \ubd84\ub958, \ud68c\uadc0, \uad70\uc9d1\ud654 \ub4f1\uc758 \ub2e4\uc591\ud55c \ubb38\uc81c\uac00 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\ub85c \ud574\uacb0\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc138\ubd80 \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Networks)\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n

2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529(Algorithmic Trading)\uc740 \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub192\uc740 \uc18d\ub3c4\uc758 \uac70\ub798\uac00 \uac00\ub2a5\ud558\uba70, \uac10\uc815\uc801 \uc694\uc18c\ub97c \ubc30\uc81c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uc815\ud655\uc131\uacfc \uc2e0\ub8b0\uc131: \ud504\ub85c\uadf8\ub798\ubc0d\ub41c \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\ub78c\ubcf4\ub2e4 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc2e0\uc18d\ud55c \uc2e4\ud589: \uc2dc\uc7a5 \ubcc0\ub3d9\uc774 \ube60\ub978 \uc21c\uac04\uc5d0\ub3c4 \uc989\uac01\uc801\uc73c\ub85c \ubc18\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n

\ud6a8\uc728\uc801\uc778 \uac70\ub798: \ub300\ub7c9 \uc8fc\ubb38\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n

3. pLSA(Probabilistic Latent Semantic Analysis)<\/h2>\n
pLSA\ub294 \ubb38\uc11c \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc0f \uc8fc\uc81c \ubaa8\ub378\ub9c1\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc73c\ub85c, \ub370\uc774\ud130 \uc0d8\ud50c \uac04\uc758 \uad00\uacc4\ub97c \ud655\ub960\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. pLSA\ub294 \ud1b5\uacc4\uc801 \ubc29\ubc95\ub860\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uc7a0\uc7ac\uc801\uc778 \uc8fc\uc81c\ub97c \ubc1c\uacac\ud558\uace0, \uac01 \ub370\uc774\ud130 \uc0d8\ud50c\uc774 \ud2b9\uc815 \uc8fc\uc81c\uc5d0 \uc5bc\ub9c8\ub098 \uc18d\ud558\ub294\uc9c0\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n

3.1 pLSA\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n

pLSA\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac00\uc815\uc744 \uae30\ubc18\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4:<\/p>\n

\uac01 \ubb38\uc11c(documents)\ub294 \uc5ec\ub7ec \uc8fc\uc81c(topics)\uc758 \ud63c\ud569\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uac01 \uc8fc\uc81c\ub294 \ud2b9\uc815 \ub2e8\uc5b4(terms)\uc5d0 \ub300\ud574 \ud655\ub960\uc801\uc778 \ubd84\ud3ec\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n

\uac01 \ubb38\uc11c\uc758 \uc0dd\uc131 \uacfc\uc815\uc740 \uc8fc\uc81c\ub97c \uc120\ud0dd\ud558\uace0, \ud574\ub2f9 \uc8fc\uc81c\uc5d0 \ub530\ub77c \ub2e8\uc5b4\ub97c \uc0dd\uc131\ud558\ub294 \uc21c\uc11c\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n

3.2 pLSA\uc758 \uc218\ud559\uc801 \ubaa8\ub378<\/h3>\n

pLSA\ub294 \ub370\uc774\ud130\ub97c \ubb38\uc11c-\ub2e8\uc5b4 \ud589\ub82c\ub85c \ud45c\ud604\ud55c \ud6c4, \uc774\ub97c \ud1b5\ud574 \uc7a0\uc7ac \uc8fc\uc81c\ub97c \uc720\ub3c4\ud569\ub2c8\ub2e4. \ubb38\uc11c\uc640 \ub2e8\uc5b4\uc758 \uc870\ud569\uc744 \ud655\ub960\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \ubaa8\ub378\ub9c1\ud558\uc5ec \uc8fc\uc81c\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc218\ud559\uc801\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc2dd\uc73c\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4:<\/p>\n

P(w|d) = \u03a3 P(w|z) P(z|d)<\/code><\/pre>\n\uc5ec\uae30\uc11c:<\/p>\n
\nP(w|d)<\/code>: \ubb38\uc11c d<\/code>\uc5d0\uc11c \ub2e8\uc5b4 w<\/code>\uac00 \uc120\ud0dd\ub420 \ud655\ub960<\/li>\n
P(w|z)<\/code>: \uc8fc\uc81c z<\/code>\uc5d0\uc11c \ub2e8\uc5b4 w<\/code>\uac00 \uc120\ud0dd\ub420 \ud655\ub960<\/li>\n
P(z|d)<\/code>: \ubb38\uc11c d<\/code>\uc5d0\uc11c \uc8fc\uc81c z<\/code>\uac00 \uc120\ud0dd\ub420 \ud655\ub960<\/li>\n<\/ul>\n<\/div>\n\n4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub9e4\uc6b0 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uc774 \uc808\uc5d0\uc11c\ub294 \uadf8\uc911 \uba87 \uac00\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n
4.1 \uc608\uce21 \ubaa8\ub378\ub9c1<\/h3>\n\uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc740 \ud2b8\ub808\uc774\ub529\uc758 \uac00\uc7a5 \ud575\uc2ec\uc801\uc778 \ubd80\ubd84\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc120\ud615 \ud68c\uadc0, \uc758\uc0ac\uacb0\uc815 \ub098\ubb34, \uc2e0\uacbd\ub9dd \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c pLSA\uc640 \uac19\uc740 \uc8fc\uc81c \ubaa8\ub378\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc7a5\uc758 \ub2e4\uc591\ud55c \uc694\uc778\uacfc \uc0ac\uac74\uc744 \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud55c \uc790\uc0b0 \ud560\ub2f9<\/h3>\n\uac15\ud654 \ud559\uc2b5(Reinforcement Learning)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc790\uc0b0\uc5d0 \ub300\ud55c \ube44\uc728\uc744 \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud558\ub294 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.3 \uc2dc\uacc4\uc5f4 \ubd84\uc11d<\/h3>\n\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. LSTM(Long Short-Term Memory)\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n5. pLSA\ub97c \ud1b5\ud55c \uc2dc\uc7a5 \ub370\uc774\ud130 \ubd84\uc11d<\/h2>\npLSA\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc808\uc5d0\uc11c\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n\ud2b8\ub808\uc774\ub529\uc5d0 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc8fc\uac00, \uac70\ub798\ub7c9, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \ud06c\ub864\ub9c1 \ub3c4\uad6c \ub610\ub294 API\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\ub370\uc774\ud130\ub294 \uc885\uc885 \ubd88\uc644\uc804\ud558\uba70, \ubd84\uc11d\ud558\uae30 \uc804\uc5d0 \uc804\ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc911\ubcf5 \uc81c\uac70, \uc815\uaddc\ud654 \ub4f1\uc758 \uacfc\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c pLSA\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ub370\uc774\ud130\uc758 \uc7a0\uc7ac \uc8fc\uc81c\ub97c \uc2dd\ubcc4\ud558\uace0 \uc801\uc808\ud55c \ud2b9\uc131\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.3 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c pLSA \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc758 \ud558\uc774\ud37c \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uace0, Validation\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n6. \uc131\ub2a5 \ud3c9\uac00 \ubc0f \uac80\uc99d<\/h2>\n\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uac83\uc740 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc131\ub2a5 \uc9c0\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\uc815\ud655\ub3c4(Accuracy)<\/li>\n
\uc7ac\ud604\uc728(Recall)<\/li>\n
F1 \uc810\uc218(F1 Score)<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc138\ubc00\ud558\uac8c \ubd84\uc11d\ud558\uace0, \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \ud6a8\uacfc\ub97c \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n7. \ub9c8\uce58\uba70<\/h2>\n\uc55e\uc11c \uc0b4\ud3b4\ubcf8 \ubc14\uc640 \uac19\uc774, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4 pLSA\ub294 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c \uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc5d0\uc11c \uc774\uc640 \uac19\uc740 \uae30\ubc95\ub4e4\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc815\ud655\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ubc1c\uc804\ud558\ub294 \ud000\ud2b8 \ud22c\uc790 \ubd84\uc57c\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub354\ub85c \uc131\uc7a5\ud558\uc2dc\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/div>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc624\ub298\ub0a0\uc758 \uae08\uc735 \uc2dc\uc7a5\uc740 \uacfc\uac70\uc640\ub294 \ube44\uad50\ud560 \uc218 \uc5c6\uc744 \uc815\ub3c4\ub85c \ubcf5\uc7a1\ud558\uace0 \ubcc0\ub3d9\uc131\uc774 \ud07d\ub2c8\ub2e4. \uc774\ub7f0 \ud658\uacbd \uc18d\uc5d0\uc11c \ud22c\uc790\uc790\ub4e4\uc740 \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0\uc790 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ubd84\uc11d \ub3c4\uad6c \uc911 \uac00\uc7a5 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc pLSA(Probabilistic Latent Semantic Analysis)\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, pLSA”<\/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":[29],"tags":[],"class_list":["post-28712","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, pLSA - \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\/28712\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, pLSA - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc624\ub298\ub0a0\uc758 \uae08\uc735 \uc2dc\uc7a5\uc740 \uacfc\uac70\uc640\ub294 \ube44\uad50\ud560 \uc218 \uc5c6\uc744 \uc815\ub3c4\ub85c \ubcf5\uc7a1\ud558\uace0 \ubcc0\ub3d9\uc131\uc774 \ud07d\ub2c8\ub2e4. \uc774\ub7f0 \ud658\uacbd \uc18d\uc5d0\uc11c \ud22c\uc790\uc790\ub4e4\uc740 \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0\uc790 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \ubd84\uc11d \ub3c4\uad6c \uc911 \uac00\uc7a5 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc pLSA(Probabilistic Latent Semantic Analysis)\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, pLSA"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28712\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:58:40+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28712\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28712\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, pLSA\",\"datePublished\":\"2024-10-27T16:14:42+00:00\",\"dateModified\":\"2024-11-26T06:58:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28712\/\"},\"wordCount\":49,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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