\uc791\uc131\uc77c: 2023\ub144 10\uc6d4 29\uc77c<\/p>\n<\/header>\n \ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \ud06c\uac8c \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub192\uc740 \uc218\uc775\ub960\uc744 \uae30\ub85d\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\ub860\uacfc \uc774\ub97c \uc704\ud574 \ud544\uc694\ud55c \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud488\uc9c8 \ud3c9\uac00 \ubc29\ubc95\uc744 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/section>\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uc5b4 \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ud2b9\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\ub85c \ube44\uad50\uc801 \uac04\ub2e8\ud55c \ubc29\ubc95(\uc608: \ud68c\uadc0, \uacb0\uc815\ud2b8\ub9ac)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uc9c0\ub9cc, \ub525\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub354 \ubcf5\uc7a1\ud55c \uad6c\uc870\uc758 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<\/section>\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804\uc5d0 \uc815\ud574\uc9c4 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \uae08\uc735 \uc790\uc0b0\uc744 \ub9e4\ub9e4\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac10\uc815\uc801 \uc694\uc18c\ub97c \ubc30\uc81c\ud558\uace0, \uc815\ub7c9\uc801 \ubd84\uc11d\uc5d0 \uae30\ubc18\ud55c \uac70\ub798\ub97c \uc2e4\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \ubaa8\ub378 \uc120\ud0dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \ucc3e\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub54c \uad50\ucc28 \uac80\uc99d, AUC, F1-score \ub4f1\uc758 \uc9c0\ud45c\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc8fc\uac00 \uc608\uce21 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub124\ud2b8\uc6cc\ud06c\ub294 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub978 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \uc798 \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ud2b9\ud788 \ub9ac\uc6cc\ub4dc\uc758 \uc815\uc758\uac00 \uc911\uc694\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<\/section>\n \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \uc2e4\uc81c \uae08\uc735 \ub370\uc774\ud130\uc5d0\uc11c \ud30c\uc0dd\ub41c \uac00\uc0c1\uc758 \ub370\uc774\ud130\ub85c, \ubaa8\ub378 \ud559\uc2b5\uc774\ub098 \uc804\ub7b5 \ubc31\ud14c\uc2a4\ud305\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \ud2b9\uc815 \uc2e0\ud638\uc640 \ub178\uc774\uc988\ub97c \ud3ec\ud568\ud558\uc5ec \uc2e4\uc81c \ub370\uc774\ud130\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc0c1\ud669\uc744 \uc7ac\ud604\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n \ud569\uc131 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uae30 \uc704\ud574 GA(\uc720\uc804 \uc54c\uace0\ub9ac\uc998), ARIMA(\uc790\uae30\ud68c\uadc0 \ud1b5\ud569 \uc774\ub3d9\ud3c9\uade0) \ubaa8\ub378, \uc2dc\ubbac\ub808\uc774\uc158 \uae30\ubc95 \ub4f1\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\ubc95\ub4e4\uc740 \ube44\uc2b7\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4 \ub0c4\uc73c\ub85c\uc368 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n \ud569\uc131 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc740 \uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub530\ub77c\uc11c \ud488\uc9c8 \ud3c9\uac00\ub294 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n \ud569\uc131 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc9c4\ud589\ud558\uba70, \ub2e4\uc591\ud55c \uc2dc\uc7a5 \uc870\uac74\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc744 \uac80\uc99d\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud488\uc9c8 \ud3c9\uac00 \ub610\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \ub354 \ub098\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc774 \uac1c\ubc1c\ub420 \uac83\uc73c\ub85c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n1. \uc11c\ub860<\/h2>\n
2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n
2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
2.2 \ub525\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
2.3 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774\uc810<\/h3>\n
3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h2>\n
3.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h3>\n
3.2 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n
\n
4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
4.1 \uc8fc\uc694 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95<\/h3>\n
\n
4.2 \ubaa8\ub378 \uc120\ud0dd \ubc0f \uac80\uc99d \ubc29\ubc95<\/h3>\n
5. \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uace0\uae09 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
5.1 \uc8fc\uac00 \uc608\uce21\uc744 \uc704\ud55c \uc2e0\uacbd\ub9dd \uad6c\uc870<\/h3>\n
5.2 \uac15\ud654 \ud559\uc2b5 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529<\/h3>\n
6. \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130<\/h2>\n
6.1 \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uac1c\ub150<\/h3>\n
6.2 \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc0dd\uc131 \ubc29\ubc95<\/h3>\n
7. \ud569\uc131 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud488\uc9c8 \ud3c9\uac00<\/h2>\n
7.1 \ud488\uc9c8 \ud3c9\uac00\uc758 \uc911\uc694\uc131<\/h3>\n
7.2 \uc8fc\uc694 \ud488\uc9c8 \ud3c9\uac00 \uc9c0\ud45c<\/h3>\n
\n
7.3 \uc2dc\ubbac\ub808\uc774\uc158 \ubc0f \uac80\uc99d<\/h3>\n
8. \uacb0\ub860<\/h2>\n