{"id":2486,"date":"2023-07-22T01:31:41","date_gmt":"2023-07-22T01:31:41","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b4-%e1%84%83%e1%85%a1%e1%84%92%e1%85%a1%e1%86%bc-%e1%84%87%e1%85%ae%e1%86%ab%e1%84%91%e1%85%a9\/"},"modified":"2023-07-22T01:31:41","modified_gmt":"2023-07-22T01:31:41","slug":"%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b4-%e1%84%83%e1%85%a1%e1%84%92%e1%85%a1%e1%86%bc-%e1%84%87%e1%85%ae%e1%86%ab%e1%84%91%e1%85%a9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b4-%e1%84%83%e1%85%a1%e1%84%92%e1%85%a1%e1%86%bc-%e1%84%87%e1%85%ae%e1%86%ab%e1%84%91%e1%85%a9\/","title":{"rendered":"Python\uc5d0\uc11c \ub2e4\ud56d \ubd84\ud3ec\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u1112\u1161\u11bc\u1107\u116e\u11ab\u1111\u1169-1\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\ud56d \ubd84\ud3ec\ub294<\/a> \uac01 \uacb0\uacfc\uac00 \uace0\uc815\ub41c \ubc1c\uc0dd \ud655\ub960\uc744 \uac00\uc9c8 \ub54c <em>k\uac1c\uc758<\/em> \uc11c\ub85c \ub2e4\ub978 \uacb0\uacfc\uc5d0 \ub300\ud574 \ud2b9\uc815 \uac1c\uc218\uc758 \uce74\uc6b4\ud2b8\ub97c \uc5bb\uc744 \ud655\ub960\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uacf5\uc2dd\uc73c\ub85c <em>\ud655\ub960<\/em> <sub>\ubcc0\uc218<\/sub> \ub97c \ucc3e\uc744 \uc218 <sub>\uc788\ub294 \uacbd\uc6b0<\/sub> :<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ud655\ub960 =<\/strong> <strong>n! * (p <sub>1<\/sub> <sup>x <sub>1<\/sub><\/sup> * p <sub>2<\/sub> <sup>x <sub>2<\/sub><\/sup> * \u2026 * p <sub>k<\/sub> <sup>x <sub>k<\/sub><\/sup> ) \/ (x <sub>1<\/sub> ! * x <sub>2<\/sub> ! \u2026 * x <sub>k<\/sub> !)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \ucd1d \uc774\ubca4\ud2b8 \uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x <sub>1<\/sub> :<\/strong> \uacb0\uacfc 1\uc774 \ubc1c\uc0dd\ud55c \ud69f\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>p <sub>1<\/sub> :<\/strong> \uc8fc\uc5b4\uc9c4 \uc2dc\ud589\uc5d0\uc11c \uacb0\uacfc 1\uc774 \ubc1c\uc0dd\ud560 \ud655\ub960<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\ub294 Python\uc5d0\uc11c <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.multinomial.html\" target=\"_blank\" rel=\"noopener\">scipy.stats.multinomial()<\/a> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\ud56d \ubd84\ud3ec\uc5d0 \uad00\ud55c \ub2e4\uc591\ud55c \ud655\ub960 \uc9c8\ubb38\uc5d0 \ub300\ub2f5\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc2e4\uc2dc\uc608 1<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc2dc\uc7a5\uc744 \uc704\ud55c 3\uc790 \uc120\uac70\uc5d0\uc11c A \ud6c4\ubcf4\ub294 10%\uc758 \ub4dd\ud45c\uc728\uc744 \uc5bb\uc5c8\uace0, B \ud6c4\ubcf4\ub294 40%\uc758 \ub4dd\ud45c\uc728\uc744 \uc5bb\uc5c8\uc73c\uba70, C \ud6c4\ubcf4\ub294 50%\uc758 \ub4dd\ud45c\uc728\uc744 \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">10\uba85\uc758 \uc720\uad8c\uc790 \uc911 \ubb34\uc791\uc704 \ud45c\ubcf8\uc744 \uc120\ud0dd\ud558\uba74 2\uba85\uc774 A \ud6c4\ubcf4\uc5d0 \ud22c\ud45c\ud558\uace0 4\uba85\uc774 B \ud6c4\ubcf4\uc5d0 \ud22c\ud45c\ud558\uace0 4\uba85\uc774 C \ud6c4\ubcf4\uc5d0 \ud22c\ud45c\ud560 \ud655\ub960\uc740 \uc5bc\ub9c8\uc785\ub2c8\uae4c?<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574 Python\uc5d0\uc11c \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> multinomial\n\n<span style=\"color: #008080;\">#calculate multinomial probability\n<\/span>multinomial. <span style=\"color: #3366ff;\">pmf<\/span> (x=[2, 4, 4], n=10, p=[.1, .4, .5])\n\n0.05040000000000001<\/strong><\/pre>\n<p data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\">\uc815\ud655\ud788 2\uba85\uc774 A\uc5d0, 4\uba85\uc774 B\uc5d0, 4\uba85\uc774 C\uc5d0 \ud22c\ud45c\ud560 \ud655\ub960\uc740 <strong>0.0504<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3 data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\"><strong>\uc2e4\uc2dc\uc608 2<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ud56d\uc544\ub9ac\uc5d0 \ub178\ub780\uc0c9 \uad6c\uc2ac 6\uac1c, \ube68\uac04\uc0c9 \uad6c\uc2ac 2\uac1c, \ubd84\ud64d\uc0c9 \uad6c\uc2ac 2\uac1c\uac00 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud56d\uc544\ub9ac\uc5d0\uc11c 4\uac1c\uc758 \uacf5\uc744 \ubb34\uc791\uc704\ub85c \uc120\ud0dd\ud558\uc5ec \uad50\uccb4\ud558\uba74 4\uac1c\uc758 \uacf5\uc774 \ubaa8\ub450 \ub178\ub780\uc0c9\uc77c \ud655\ub960\uc740 \uc5bc\ub9c8\uc785\ub2c8\uae4c?<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574 Python\uc5d0\uc11c \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> multinomial\n\n<span style=\"color: #008080;\">#calculate multinomial probability\n<\/span>multinomial. <span style=\"color: #3366ff;\">pmf<\/span> (x=[4, 0, 0], n=4, p=[.6, .2, .2])\n\n0.1295999999999999<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uacf5 4\uac1c\uac00 \ubaa8\ub450 \ub178\ub780\uc0c9\uc77c \ud655\ub960\uc740 \uc57d <strong>0.1296<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3 data-slot-rendered-dynamic=\"true\"> <span style=\"color: #000000;\"><strong>\uc2e4\uc2dc\uc608 3<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub450 \uba85\uc758 \ud559\uc0dd\uc774 \uc11c\ub85c \uccb4\uc2a4\ub97c \ub450\uace0 \uc788\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud559\uc0dd A\uac00 \uc8fc\uc5b4\uc9c4 \uac8c\uc784\uc5d0\uc11c \uc2b9\ub9ac\ud560 \ud655\ub960\uc740 0.5\uc774\uace0, \ud559\uc0dd B\uac00 \uc8fc\uc5b4\uc9c4 \uac8c\uc784\uc5d0\uc11c \uc2b9\ub9ac\ud560 \ud655\ub960\uc740 0.3\uc774\uba70, \uc8fc\uc5b4\uc9c4 \uac8c\uc784\uc5d0\uc11c \ubb34\uc2b9\ubd80\uac00 \uc788\uc744 \ud655\ub960\uc740 0.2\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">10\ubc88\uc758 \uac8c\uc784\uc744 \ud55c\ub2e4\uba74 A\uc120\uc218\uac00 4\ubc88 \uc774\uae30\uace0, B\uc120\uc218\uac00 5\ubc88 \uc774\uae30\uace0, 1\ubc88 \ub3d9\uc810\uc774 \ub420 \ud655\ub960\uc740 \uc5bc\ub9c8\uc785\ub2c8\uae4c?<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30 \uc704\ud574 Python\uc5d0\uc11c \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> multinomial\n\n<span style=\"color: #008080;\">#calculate multinomial probability\n<\/span>multinomial. <span style=\"color: #3366ff;\">pmf<\/span> (x=[4, 5, 1], n=10, p=[.5, .3, .2])\n\n0.03827249999999997\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A \uc120\uc218\uac00 4\ubc88 \uc2b9\ub9ac\ud558\uace0, B \uc120\uc218\uac00 5\ubc88 \uc2b9\ub9ac\ud558\uace0, 1\ubc88 \ub3d9\uc810\uc774 \ub420 \ud655\ub960\uc740 \uc57d <strong>0.038<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc790\uc2b5\uc11c\uc5d0\uc11c\ub294 \ub2e4\ud56d \ubd84\ud3ec\uc5d0 \ub300\ud55c \ucd94\uac00 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u1112\u1161\u11bc\u1107\u116e\u11ab\u1111\u1169-1\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\ud56d \ubd84\ud3ec \uc18c\uac1c<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u1112\u1161\u11bc-\u1107\u116e\u11ab\u1111\u1169-\u1100\u1168\u1109\u1161\u11ab\u1100\u1175\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\ud56d \ubd84\ud3ec \uacc4\uc0b0\uae30<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u1112\u1161\u11bc-\u1110\u1166\u1109\u1173\u1110\u1173\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\ud56d \ud14c\uc2a4\ud2b8\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c? (\uc815\uc758 \ubc0f \uc608)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub2e4\ud56d \ubd84\ud3ec\ub294 \uac01 \uacb0\uacfc\uac00 \uace0\uc815\ub41c \ubc1c\uc0dd \ud655\ub960\uc744 \uac00\uc9c8 \ub54c k\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uacb0\uacfc\uc5d0 \ub300\ud574 \ud2b9\uc815 \uac1c\uc218\uc758 \uce74\uc6b4\ud2b8\ub97c \uc5bb\uc744 \ud655\ub960\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \ub2e4\uc74c \uacf5\uc2dd\uc73c\ub85c \ud655\ub960 \ubcc0\uc218 \ub97c \ucc3e\uc744 \uc218 \uc788\ub294 \uacbd\uc6b0 : \ud655\ub960 = n! * (p 1 x 1 * p 2 x 2 * \u2026 * p k x k ) \/ (x 1 ! 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