{"id":2138,"date":"2023-07-23T12:47:14","date_gmt":"2023-07-23T12:47:14","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a6%e1%84%85%e1%85%a9-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8e%e1%85%a1-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%b5\/"},"modified":"2023-07-23T12:47:14","modified_gmt":"2023-07-23T12:47:14","slug":"%e1%84%8c%e1%85%a6%e1%84%85%e1%85%a9-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8e%e1%85%a1-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a6%e1%84%85%e1%85%a9-%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8e%e1%85%a1-%e1%84%8e%e1%85%a1%e1%84%8b%e1%85%b5\/","title":{"rendered":"\uc601 \ubc0f \uc794\ucc28 \uc774\ud0c8\ub3c4\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uc77c\ubc18 \uc120\ud615 \ubaa8\ub378(\uc608: \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0, \ud3ec\uc544\uc1a1 \ud68c\uadc0 \ub4f1)\uc744 \uc801\uc6a9\ud560 \ub54c\ub9c8\ub2e4 \ub300\ubd80\ubd84\uc758 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \ubaa8\ub378\uc758 <strong>\uc601 \uc774\ud0c8\ub3c4<\/strong> \ubc0f <strong>\uc794\ucc28 \uc774\ud0c8\ub3c4<\/strong> \uc5d0 \ub300\ud55c \uac12\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uc774\ud0c8\ub3c4 0\uc740<\/strong> \uc6d0\ub798 \ud56d\ub9cc \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc5d0\uc11c \ubc18\uc751 \ubcc0\uc218\ub97c \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uc794\ucc28 \uc774\ud0c8\ub3c4\ub294<\/strong> <em>p\uac1c\uc758<\/em> \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc5d0\uc11c \ubc18\uc751 \ubcc0\uc218\ub97c \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0 \uc54c\ub824\uc90d\ub2c8\ub2e4. \uac12\uc774 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \ubc18\uc751 \ubcc0\uc218\uc758 \uac12\uc744 \ub354 \uc798 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc774 &#8220;\uc720\uc6a9\ud55c&#8221;\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc774 \uce74\uc774\uc81c\uacf1 \ud1b5\uacc4\ub7c9\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>X <sup>2<\/sup><\/strong> = \uc81c\ub85c \uc774\ud0c8\ub3c4 \u2013 \uc794\uc5ec \uc774\ud0c8\ub3c4<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>p<\/em> \uc790\uc720\ub3c4\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\uba74 \uc774 \uce74\uc774\uc81c\uacf1 \ud1b5\uacc4\ub7c9\uacfc \uad00\ub828\ub41c p-\uac12\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. p-\uac12\uc774 \ub0ae\uc744\uc218\ub85d \uc6d0\ub798 \ud56d\ub9cc \uc0ac\uc6a9\ud55c \ubaa8\ub378\uc5d0 \ube44\ud574 \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub354 \uc798 \uc801\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 R\uc758 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c 0 \ubc0f \uc794\ucc28 \uc774\ud0c8\ub3c4\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: \uc601\uc810 \ubc0f \uc794\ucc28 \uc774\ud0c8\ub3c4 \ud574\uc11d<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c\ub294 ISLR \ud328\ud0a4\uc9c0\uc758 <strong>\uae30\ubcf8<\/strong> \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc138\ud2b8 \uc694\uc57d\uc744 \ub85c\ub4dc\ud558\uace0 \ud45c\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load dataset<\/span>\ndata &lt;- ISLR::Default\n\n<span style=\"color: #008080;\">#view summary of dataset\n<\/span>summary(data)\n\n default student balance income     \n No:9667 No:7056 Min. : 0.0 Min. : 772  \n Yes: 333 Yes:2944 1st Qu.: 481.7 1st Qu.:21340  \n                       Median: 823.6 Median: 34553  \n                       Mean: 835.4 Mean: 33517  \n                       3rd Qu.:1166.3 3rd Qu.:43808  \n                       Max. :2654.3 Max. :73554 \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\ub294 10,000\uba85\uc758 \uac1c\uc778\uc5d0 \ub300\ud55c \ub2e4\uc74c \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\uae30\ubcf8\uac12:<\/strong> \uac1c\uc778\uc774 \ucc44\ubb34 \ubd88\uc774\ud589\uc744 \ud588\ub294\uc9c0 \uc5ec\ubd80\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ud559\uc0dd:<\/strong> \uac1c\uc778\uc774 \ud559\uc0dd\uc778\uc9c0 \uc5ec\ubd80\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc794\uc561:<\/strong> \uac1c\uc778\uc774 \ubcf4\uc720\ud558\uace0 \uc788\ub294 \ud3c9\uade0 \uc794\uc561\uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc18c\ub4dd:<\/strong> \uac1c\uc778\uc758 \uc18c\ub4dd.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc6b0\ub9ac\ub294 \ud559\uc0dd \uc0c1\ud0dc, \uc740\ud589 \uc794\uace0 \ubc0f \uc18c\ub4dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uac1c\uc778\uc774 \ucc44\ubb34\ub97c \ubd88\uc774\ud589\ud560 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 <a href=\"https:\/\/statorials.org\/ko\/\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171-1\/\" target=\"_blank\" rel=\"noopener\">\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744<\/a> \uad6c\ucd95\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit logistic regression model\n<\/span>model &lt;- glm(default~balance+student+income, family=\" <span style=\"color: #ff0000;\">binomial<\/span> \", data=data)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nglm(formula = default ~ balance + student + income, family = \"binomial\", \n    data = data)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-2.4691 -0.1418 -0.0557 -0.0203 3.7383  \n\nCoefficients:\n              Estimate Std. Error z value Pr(&gt;|z|)    \n(Intercept) -1.087e+01 4.923e-01 -22.080 &lt; 2e-16 ***\nbalance 5.737e-03 2.319e-04 24.738 &lt; 2e-16 ***\nstudentYes -6.468e-01 2.363e-01 -2.738 0.00619 ** \nincome 3.033e-06 8.203e-06 0.370 0.71152    \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 2920.6 on 9999 degrees of freedom\nResidual deviance: 1571.5 on 9996 degrees of freedom\nAIC: 1579.5\n\nNumber of Fisher Scoring iterations: 8\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">0\uacfc \uc794\ucc28 \ud3b8\ucc28\uc5d0 \ub300\ud55c \ucd9c\ub825\uc5d0\uc11c \ub2e4\uc74c \uac12\uc744 \uad00\ucc30\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\uc81c\ub85c \uc774\ud0c8\ub3c4<\/strong> : 2920.6(df = 9999)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc794\ucc28 \ud3b8\ucc28<\/strong> : 1571.5, df = 9996<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 X <sup>2<\/sup> \ud1b5\uacc4\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">X <sup>2<\/sup> = \uc81c\ub85c \uc774\ud0c8\ub3c4 \u2013 \uc794\uc5ec \uc774\ud0c8\ub3c4<\/span><\/li>\n<li> <span style=\"color: #000000;\"><sup>X2<\/sup> = 2910.6 \u2013 1579.0<\/span><\/li>\n<li> <span style=\"color: #000000;\"><sup>X2<\/sup> = 1331.6<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\uce21 \ubcc0\uc218\uc758 \uc790\uc720\ub3c4\ub294 <em>p<\/em> = 3\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/\u110f\u1161\u110b\u1175\u110c\u1166\u1100\u1169\u11b8-p-\u1100\u1161\u11b9-\u1100\u1168\u1109\u1161\u11ab\u1100\u1175\/\" target=\"_blank\" rel=\"noopener\">\uce74\uc774\uc81c\uacf1 \ub300 P-\uac12 \uacc4\uc0b0\uae30\ub97c<\/a> \uc0ac\uc6a9\ud558\uc5ec \uc790\uc720\ub3c4\uac00 3\uc778 X <sup>2<\/sup> \uac12 1331.6\uc758 p-\uac12\uc774 0.000000\uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 p-\uac12\uc740 0.05\ubcf4\ub2e4 \ud6e8\uc52c \uc791\uae30 \ub54c\ubb38\uc5d0 \ud574\ub2f9 \ubaa8\ub378\uc774 \ud2b9\uc815 \uac1c\uc778\uc758 \ucc44\ubb34 \ubd88\uc774\ud589 \uac00\ub2a5\uc131\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud558\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\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 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R \ubc0f Python\uc5d0\uc11c \uc2e4\uc81c\ub85c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> R\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc77c\ubc18 \uc120\ud615 \ubaa8\ub378(\uc608: \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0, \ud3ec\uc544\uc1a1 \ud68c\uadc0 \ub4f1)\uc744 \uc801\uc6a9\ud560 \ub54c\ub9c8\ub2e4 \ub300\ubd80\ubd84\uc758 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \ubaa8\ub378\uc758 \uc601 \uc774\ud0c8\ub3c4 \ubc0f \uc794\ucc28 \uc774\ud0c8\ub3c4 \uc5d0 \ub300\ud55c \uac12\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ud0c8\ub3c4 0\uc740 \uc6d0\ub798 \ud56d\ub9cc \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc5d0\uc11c \ubc18\uc751 \ubcc0\uc218\ub97c \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc794\ucc28 \uc774\ud0c8\ub3c4\ub294 p\uac1c\uc758 \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc5d0\uc11c \ubc18\uc751 \ubcc0\uc218\ub97c \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud560 \uc218 \uc788\ub294\uc9c0 \uc54c\ub824\uc90d\ub2c8\ub2e4. \uac12\uc774 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-2138","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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