{"id":29173,"date":"2024-10-27T16:17:08","date_gmt":"2024-10-27T16:17:08","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29173"},"modified":"2024-11-26T06:53:52","modified_gmt":"2024-11-26T06:53:52","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%95%8c%ea%b3%a0%eb%a6%ac%eb%93%ac-%ed%8a%b8","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29173\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \ud2b8\ub808\uc774\ub529\uc758 \uc9c4\ud654"},"content":{"rendered":"

<\/p>\n

\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744 \ub9e4\ub9e4\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \ucd08\uae30\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \uc758\uc874\ud588\uc9c0\ub9cc, \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc810\ucc28 \ub370\uc774\ud130 \uae30\ubc18 \ubaa8\ub378\ub85c \uc804\ud658\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub294 \ub354 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \uacc4\uc0b0 \ub2a5\ub825\uc758 \ubc1c\uc804\uc73c\ub85c \uac00\ub2a5\ud574\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc5ed\uc0ac<\/h3>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc5ed\uc0ac\ub294 \ube44\uad50\uc801 \uc9e7\uc9c0\ub9cc, \uadf8 \ubc1c\uc804\uc740 \ub208\ubd80\uc2dc\uac8c \ube60\ub985\ub2c8\ub2e4. 1970\ub144\ub300\uc5d0\ub294 \ud504\ub85c\uadf8\ub7a8 \uac70\ub798\uac00 \uc2dc\uc791\ub418\uc5c8\uace0, 1980\ub144\ub300\uc5d0\ub294 \ub300\uaddc\ubaa8 \uc8fc\uc2dd \uac70\ub798\uac00 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc758\ud574 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. However, \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc758 \ub3c4\uc785\uc740 2000\ub144\ub300 \uc911\ubc18\ubd80\ud130 \uc2dc\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

1.2 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc758 \ub3c4\uc785<\/h3>\n

\uae30\uacc4 \ud559\uc2b5\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc218\uc9d1\ud55c \uacbd\ud5d8\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0 \uac1c\uc120\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uacfc\uac70 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798\uc758 \uacbd\ud5a5\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ub294 \uc120\ud615 \ud68c\uadc0, \uacb0\uc815 \ud2b8\ub9ac, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h2>\n

\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5, \uc608\uce21 \ubc0f \ud3c9\uac00\uc758 \ub2e8\uacc4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n

2.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n

\ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc131\ub2a5\uc5d0 \ub9ce\uc740 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130\ub294 \uc885\uc885 \uacb0\uce21\uce58\ub098 \uc774\uc0c1\uce58\uac00 \uc874\uc7ac\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc774\ub97c \uc81c\uac70\ud558\uace0 \uc815\uc0c1\ud654\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ub3d9 \ud3c9\uade0\uc744 \uc0ac\uc6a9\ud574 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc2a4\ubb34\ub529(smoothing)\ud558\uac70\ub098, \uc815\uaddc\ud654\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc218\uce58\uc758 \ubc94\uc704\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.2 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n

\ubaa8\ub378 \ud559\uc2b5\uc740 \uc54c\uace0\ub9ac\uc998\uc774 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c\ub294 \uc8fc\ub85c \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub098\ub204\uc5b4 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc774\ub54c, \ud6c8\ub828 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud55c \ubaa8\ub378\uc774 \uc2e4\uc81c \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0 \uc5b4\ub5a4 \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\ub294\uc9c0\ub97c \ud655\uc778\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n

2.3 \uc608\uce21 \ubc0f \ud3c9\uac00<\/h3>\n

\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc608\uce21 \uc131\ub2a5\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc73c\uba70, \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc9c0\ud45c\ub294 \uc815\ud655\ub3c4(accuracy), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub354 \ub098\uc544\uac00 ROC \uace1\uc120\uc774\ub098 AUC \uc2a4\ucf54\uc5b4\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \uc9c0\ud45c\ub4e4\ub3c4 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

3. \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc785<\/h2>\n

\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ub3c4\uc785\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud55c\uce35 \ub354 \uc9c4\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n

3.1 \uc2e0\uacbd\ub9dd \uad6c\uc870<\/h3>\n

\ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc5ec\ub7ec \uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud615\ud0dc\ub294 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uac01 \uce35\uc740 \ub178\ub4dc(Neuron)\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc73c\uba70, \uc774\ub4e4 \uc0ac\uc774\uc758 \uc5f0\uacb0\uc740 \uac00\uc911\uce58(weight)\ub85c \uc870\uc815\ub429\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ube44\uc120\ud615 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n

3.2 \uc21c\ud658 \uc2e0\uacbd\ub9dd\uacfc LSTM<\/h3>\n

\uc8fc\uc2dd \uc2dc\uc7a5 \ub370\uc774\ud130\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \uac00\uc9c0\ubbc0\ub85c, \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN)\uacfc \uc7a5\ub2e8\uae30 \uae30\uc5b5 \uc720\ub2db(Long Short-Term Memory, LSTM)\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. RNN\uc740 \uacfc\uac70 \uc815\ubcf4\ub97c \uae30\uc5b5\ud560 \uc218 \uc788\ub294 \ud2b9\uc9d5\uc73c\ub85c \uc778\ud574 \uc2dc\uac04\uc5d0 \ub530\ub978 \ub3d9\ud5a5\uc744 \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud604\uc7ac\uc640 \ubbf8\ub798<\/h2>\n

\ud604\uc7ac \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c4\ud654\ud558\uace0 \uc788\uc73c\uba70, \ub370\uc774\ud130\uc758 \uc591\uacfc \ud488\uc9c8\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \ub354\uc6b1 \uc815\uad50\ud654\ub418\uace0 \uc788\uc73c\uba70, \uae30\uc874\uc758 \uac70\ub798 \uc804\ub7b5 \uc678\uc5d0\ub3c4 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.1 \uace0\ube48\ub3c4 \uac70\ub798(HFT)\uc640 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h3>\n

\uace0\ube48\ub3c4 \uac70\ub798\ub294 \ucd08\uace0\uc18d \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ubd84\uc11d\uc744 \ud1b5\ud574 \uc989\uac01\uc801\uc778 \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubd84\uc57c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube60\ub978 \uc18d\ub3c4\uc640 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uac70\ub798\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uba70 \uc2dc\uc7a5\uc758 \uc791\uc740 \ubcc0\ub3d9\uc131\ub3c4 \uc218\uc775\uc73c\ub85c \uc5f0\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.2 \ube14\ub85d\uccb4\uc778\uacfc \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h3>\n

\ube14\ub85d\uccb4\uc778\uc740 \uac70\ub798\uc758 \ud22c\uba85\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud558\uba70, \uc774\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e0\ub8b0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \ud2b9\uc815 \uac70\ub798 \uc870\uac74\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ub420 \uc218 \uc788\ub294 \uc2a4\ub9c8\ud2b8 \uacc4\uc57d(Smart Contract) \uae30\uc220\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub9ce\uc740 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub3c4\uc804 \uacfc\uc81c<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uba87 \uac00\uc9c0 \ub3c4\uc804 \uacfc\uc81c\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc81c\uc5d0 \ub300\ube44\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130, \uc54c\uace0\ub9ac\uc998, \uc2e4\ud589 \uc804\ub7b5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

5.1 \ub370\uc774\ud130 \ud488\uc9c8\uacfc \uc591<\/h3>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacfc\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub098 \ub178\uc774\uc988\uac00 \ub9ce\uc740 \ub370\uc774\ud130\ub294 \uc798\ubabb\ub41c \ud328\ud134 \uc778\uc2dd\uc744 \ucd08\ub798\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uac70\ub798 \uc190\uc2e4\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

5.2 \ubaa8\ub378 \uc624\ubc84\ud53c\ud305<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \uc9c0\ub098\uce58\uac8c \uc801\ud569\ud574\uc9c0\ub294 \ud604\uc0c1\uc744 \uc624\ubc84\ud53c\ud305(overfitting)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc774\ub294 \uc2e4\uc81c \ub370\uc774\ud130\uc5d0\uc11c\ub294 \uc131\ub2a5\uc774 \uc800\ud558\ub418\ub294 \uc624\ub958\ub97c \ubc1c\uc0dd\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ub192\uc774\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uace0\ubbfc\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

6. \uacb0\ub860<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc744 \ud1b5\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c4\ud654\ud558\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\ub3c4 \ub354 \ub9ce\uc740 \ud601\uc2e0\uc774 \uc608\uc0c1\ub429\ub2c8\ub2e4. \ud22c\uc790\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\uace0 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\ud5a5\ud6c4 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub354\uc6b1 \uc815\uad50\ud654\ub418\uace0, \ub370\uc774\ud130 \ubc0f \uae30\uc220\uc774 \uacb0\ud569\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ud615\ud0dc\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uae30\ud68c\ub97c \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc5d0 \uc8fc\ubaa9\ud558\uace0 \ud559\uc2b5\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n