{"id":4276,"date":"2023-07-12T08:16:16","date_gmt":"2023-07-12T08:16:16","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-glm%e1%84%8b%e1%85%b4-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae%e1%84%85%e1%85%b3%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%8e%e1%85%ae%e1%86%af%e1%84%92%e1%85%a1%e1%86%b8\/"},"modified":"2023-07-12T08:16:16","modified_gmt":"2023-07-12T08:16:16","slug":"r%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-glm%e1%84%8b%e1%85%b4-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae%e1%84%85%e1%85%b3%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%8e%e1%85%ae%e1%86%af%e1%84%92%e1%85%a1%e1%86%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%a6%e1%84%89%e1%85%a5-glm%e1%84%8b%e1%85%b4-%e1%84%80%e1%85%a8%e1%84%89%e1%85%ae%e1%84%85%e1%85%b3%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%8e%e1%85%ae%e1%86%af%e1%84%92%e1%85%a1%e1%86%b8\/","title":{"rendered":"R\uc758 glm()\uc5d0\uc11c \ud68c\uadc0 \uacc4\uc218\ub97c \ucd94\ucd9c\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ub2e4\uc74c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec R\uc758 <strong>glm()<\/strong> \ud568\uc218\uc5d0\uc11c \ud68c\uadc0 \uacc4\uc218\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 1: \ubaa8\ub4e0 \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>model$coefficients\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 2: \ud2b9\uc815 \ubcc0\uc218\uc5d0 \ub300\ud55c \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>model$coefficients[' <span style=\"color: #ff0000;\">my_variable<\/span> ']<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 3: \ud45c\uc900\uc624\ucc28, Z\uac12, P\uac12\uc744 \ud3ec\ud568\ud55c \ubaa8\ub4e0 \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>summary(model)$coefficients<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ubc29\ubc95\uc744 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608: R\uc758 glm()\uc5d0\uc11c \ud68c\uadc0 \uacc4\uc218 \ucd94\ucd9c<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><strong>ISLR<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>\uae30\ubcf8<\/strong> \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec <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> \uc801\ud569\ud558\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load dataset\n<\/span>data &lt;- ISLR::Default\n\n<span style=\"color: #008080;\">#view first six rows of data\n<\/span>head(data)\n\n  default student balance income\n1 No No 729.5265 44361.625\n2 No Yes 817.1804 12106.135\n3 No No 1073.5492 31767.139\n4 No No 529.2506 35704.494\n5 No No 785.6559 38463.496\n6 No Yes 919.5885 7491.559\n\n<span style=\"color: #008080;\">#fit logistic regression model\n<\/span>model &lt;- glm(default~student+balance+income, family=' <span style=\"color: #ff0000;\">binomial<\/span> ', data=data)\n\n<span style=\"color: #008080;\">#view summary of logistic regression model\n<\/span>summary(model)\n\nCall:\nglm(formula = default ~ student + balance + 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 ***\nstudentYes -6.468e-01 2.363e-01 -2.738 0.00619 ** \nbalance 5.737e-03 2.319e-04 24.738 &lt; 2e-16 ***\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<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>model$coefficients\ub97c<\/strong> \uc785\ub825\ud558\uc5ec \ubaa8\ub378\uc5d0\uc11c \ubaa8\ub4e0 \ud68c\uadc0 \uacc4\uc218\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract all regression coefficients\n<\/span>model$coefficients\n\n  (Intercept) studentYes balance income \n-1.086905e+01 -6.467758e-01 5.736505e-03 3.033450e-06\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><strong>model$coefficients[&#8216;balance&#8217;]\ub97c<\/strong> \uc785\ub825\ud558\uc5ec <strong>\uade0\ud615<\/strong> \ubcc0\uc218\uc5d0 \ub300\ud55c \ud68c\uadc0 \uacc4\uc218\ub9cc \ucd94\ucd9c\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#extract coefficient for 'balance'\n<\/span>model$coefficients[' <span style=\"color: #ff0000;\">balance<\/span> ']\n\n<\/span><\/span>balance \n0.005736505\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ud45c\uc900 \uc624\ub958, z-\uac12 \ubc0f <a href=\"https:\/\/statorials.org\/ko\/p-\u1100\u1161\u11b9-\u1110\u1169\u11bc\u1100\u1168\u110c\u1165\u11a8-\u110b\u1172\u110b\u1174\u1109\u1165\u11bc\/\" target=\"_blank\" rel=\"noopener\">p-\uac12<\/a> \uacfc \ud568\uaed8 \ud68c\uadc0 \uacc4\uc218\ub97c \ud45c\uc2dc\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 <strong>summary(model)$ \uacc4\uc218\ub97c<\/strong> \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view regression coefficients with standard errors, z values and p-values\n<\/span>summary(model)$coefficients\n\n                 Estimate Std. Error z value Pr(&gt;|z|)\n(Intercept) -1.086905e+01 4.922555e-01 -22.080088 4.911280e-108\nstudentYes -6.467758e-01 2.362525e-01 -2.737646 6.188063e-03\nbalance 5.736505e-03 2.318945e-04 24.737563 4.219578e-135\nincome 3.033450e-06 8.202615e-06 0.369815 7.115203e-01<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ucd9c\ub825\uc5d0\uc11c \ud2b9\uc815 \uac12\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec <b>\uc794\uc561<\/b> \ubcc0\uc218\uc758 p \uac12\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view p-value for balance variable\n<\/span>summary(model)$coefficients[' <span style=\"color: #ff0000;\">balance<\/span> ', ' <span style=\"color: #ff0000;\">Pr(&gt;|z|)<\/span> ']\n\n[1] 4.219578e-135\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub610\ub294 \ub2e4\uc74c \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \ud68c\uadc0 \uacc4\uc218\uc5d0 \ub300\ud55c p-\uac12\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view p-value for all variables\n<\/span>summary(model)$coefficients[, ' <span style=\"color: #ff0000;\">Pr(&gt;|z|)<\/span> ']\n\n  (Intercept) studentYes balance income \n4.911280e-108 6.188063e-03 4.219578e-135 7.115203e-01 \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc758 \uac01 \ud68c\uadc0\uacc4\uc218\uc5d0 \ub300\ud55c P\uac12\uc774 \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc720\uc0ac\ud55c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd9c\ub825\uc758 \ubaa8\ub4e0 \uac12\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ub2e4\ub978 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u1103\u1161\u11ab\u1109\u116e\u11ab-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \ub2e8\uc21c \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-r\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> R\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<br \/> <a href=\"https:\/\/statorials.org\/ko\/2\u110e\u1161-\u1112\u116c\u1100\u1171-r\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c 2\ucc28 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub2e4\uc74c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec R\uc758 glm() \ud568\uc218\uc5d0\uc11c \ud68c\uadc0 \uacc4\uc218\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc29\ubc95 1: \ubaa8\ub4e0 \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c model$coefficients \ubc29\ubc95 2: \ud2b9\uc815 \ubcc0\uc218\uc5d0 \ub300\ud55c \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c model$coefficients[&#8216; my_variable &#8216;] \ubc29\ubc95 3: \ud45c\uc900\uc624\ucc28, Z\uac12, P\uac12\uc744 \ud3ec\ud568\ud55c \ubaa8\ub4e0 \ud68c\uadc0\uacc4\uc218 \ucd94\ucd9c summary(model)$coefficients \ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ubc29\ubc95\uc744 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc608: R\uc758 glm()\uc5d0\uc11c \ud68c\uadc0 \uacc4\uc218 \ucd94\ucd9c ISLR \ud328\ud0a4\uc9c0\uc758 \uae30\ubcf8 \ub370\uc774\ud130 [&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-4276","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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