{"id":867,"date":"2023-07-28T11:53:32","date_gmt":"2023-07-28T11:53:32","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%b3%e1%84%85%e1%85%a9-vive%e1%84%85%e1%85%b3%e1%86%af-%e1%84%80%e1%85%a8%e1%84%89%e1%85%a1%e1%86%ab%e1%84%92%e1%85%a1\/"},"modified":"2023-07-28T11:53:32","modified_gmt":"2023-07-28T11:53:32","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%b3%e1%84%85%e1%85%a9-vive%e1%84%85%e1%85%b3%e1%86%af-%e1%84%80%e1%85%a8%e1%84%89%e1%85%a1%e1%86%ab%e1%84%92%e1%85%a1","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%b3%e1%84%85%e1%85%a9-vive%e1%84%85%e1%85%b3%e1%86%af-%e1%84%80%e1%85%a8%e1%84%89%e1%85%a1%e1%86%ab%e1%84%92%e1%85%a1\/","title":{"rendered":"Python\uc5d0\uc11c vif\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ud68c\uadc0\ubd84\uc11d\uc5d0\uc11c <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc\u1100\u1169\u11bc\u1109\u1165\u11ab\u1109\u1165\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\uc911\uacf5\uc120\uc131\uc740<\/a> \ub450 \uac1c \uc774\uc0c1\uc758 \uc124\uba85\ubcc0\uc218\uac00 \uc11c\ub85c \ub192\uc740 \uc0c1\uad00\uad00\uacc4\ub97c \uac16\uace0 \uc788\uc5b4\uc11c \ud68c\uadc0\ubaa8\ub378\uc5d0\uc11c \uace0\uc720\ud558\uac70\ub098 \ub3c5\ub9bd\uc801\uc778 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc9c0 \uc54a\ub294 \uacbd\uc6b0\uc5d0 \ubc1c\uc0dd\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubcc0\uc218 \uac04\uc758 \uc0c1\uad00 \uc815\ub3c4\uac00 \ucda9\ubd84\ud788 \ub192\uc73c\uba74 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud53c\ud305\ud558\uace0 \ud574\uc11d\ud560 \ub54c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc911 \uacf5\uc120\uc131\uc744 \ud0d0\uc9c0\ud558\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc740 <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">\ud68c\uadc0 \ubaa8\ub378<\/a> \uc5d0\uc11c \uc124\uba85 \ubcc0\uc218 \uac04\uc758 \uc0c1\uad00 \uad00\uacc4 \ubc0f \uc0c1\uad00 \uac15\ub3c4\ub97c \uce21\uc815\ud558\ub294 <strong>\ubd84\uc0b0 \ud33d\ucc3d \uacc4\uc218(VIF)<\/strong> \ub77c\ub294 \uce21\uc815\ud56d\ubaa9\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c VIF\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608: Python\uc5d0\uc11c VIF \uacc4\uc0b0<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c\ub294 \ub18d\uad6c \uc120\uc218 10\uba85\uc758 \uc18d\uc131\uc744 \uc124\uba85\ud558\ub294 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create dataset<\/span>\ndf = pd.DataFrame({'rating': [90, 85, 82, 88, 94, 90, 76, 75, 87, 86],\n                   'points': [25, 20, 14, 16, 27, 20, 12, 15, 14, 19],\n                   'assists': [5, 7, 7, 8, 5, 7, 6, 9, 9, 5],\n                   'rebounds': [11, 8, 10, 6, 6, 9, 6, 10, 10, 7]})\n\n<span style=\"color: #008080;\">#view dataset\n<\/span>df\n\n\trating points assists rebounds\n0 90 25 5 11\n1 85 20 7 8\n2 82 14 7 10\n3 88 16 8 6\n4 94 27 5 6\n5 90 20 7 9\n6 76 12 6 6\n7 75 15 9 10\n8 87 14 9 10\n9 86 19 5 7<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc810\uc218\ub97c \uc751\ub2f5 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uace0 \ud3ec\uc778\ud2b8, \uc5b4\uc2dc\uc2a4\ud2b8, \ub9ac\ubc14\uc6b4\ub4dc\ub97c \uc124\uba85 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\ud654\ud55c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc758 \uac01 \uc124\uba85 \ubcc0\uc218\uc5d0 \ub300\ud55c VIF\ub97c \uacc4\uc0b0\ud558\ub824\uba74 statsmodels \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.stats.outliers_influence.variance_inflation_factor.html\" target=\"_blank\" rel=\"noopener\">variance_inflation_factor() \ud568\uc218\ub97c<\/a> \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">from<\/span> patsy <span style=\"color: #107d3f;\">import<\/span> damatrices\n<span style=\"color: #107d3f;\">from<\/span> statsmodels.stats.outliers_influence <span style=\"color: #107d3f;\">import<\/span> variance_inflation_factor\n\n<span style=\"color: #008080;\">#find design matrix for linear regression model using 'rating' as response variable<\/span> \ny, X = dmatrices('rating ~ points+assists+rebounds', data=df, return_type='dataframe')\n\n<span style=\"color: #008080;\">#calculate VIF for each explanatory variable<\/span>\nvivid = pd.DataFrame()\nvive['VIF'] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]\nvivid['variable'] = X.columns\n\n<span style=\"color: #008080;\">#view VIF for each explanatory variable<\/span> \nlively\n\n\t       Variable VIF\n0 101.258171 Intercept\n1 1.763977 points\n2 1.959104 assists\n3 1.175030 rebounds<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uac01 \uc124\uba85 \ubcc0\uc218\uc5d0 \ub300\ud55c VIF \uac12\uc744 \uad00\ucc30\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\ud3ec\uc778\ud2b8:<\/strong> 1.76<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc5b4\uc2dc\uc2a4\ud2b8:<\/strong> 1.96<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ub9ac\ubc14\uc6b4\ub4dc:<\/strong> 1.18<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><em><strong>\ucc38\uace0:<\/strong> \uc774 \uac12\uc740 \uad00\ub828\uc774 \uc5c6\uc73c\ubbc0\ub85c \ud15c\ud50c\ub9bf\uc758 &#8220;\uac00\ub85c\ucc44\uae30&#8221;\uc5d0 \ub300\ud55c VIF\ub97c \ubb34\uc2dc\ud558\uc2ed\uc2dc\uc624.<\/em><\/span><\/p>\n<h2> <strong>VIF \uac12\uc744 \ud574\uc11d\ud558\ub294 \ubc29\ubc95<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">VIF \uac12\uc740 1\ubd80\ud130 \uc2dc\uc791\ud558\uba70 \uc0c1\ud55c\uc774 \uc5c6\uc2b5\ub2c8\ub2e4. VIF\ub97c \ud574\uc11d\ud558\ub294 \uc77c\ubc18\uc801\uc778 \uaddc\uce59\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uac12 1\uc740 \uc8fc\uc5b4\uc9c4 \uc124\uba85 \ubcc0\uc218\uc640 \ubaa8\ub378\uc758 \ub2e4\ub978 \uc124\uba85 \ubcc0\uc218 \uc0ac\uc774\uc5d0 \uc0c1\uad00 \uad00\uacc4\uac00 \uc5c6\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">1\uacfc 5 \uc0ac\uc774\uc758 \uac12\uc740 \uc8fc\uc5b4\uc9c4 \uc124\uba85 \ubcc0\uc218\uc640 \ubaa8\ub378\uc758 \ub2e4\ub978 \uc124\uba85 \ubcc0\uc218 \uc0ac\uc774\uc758 \uc911\uac04 \uc815\ub3c4\uc758 \uc0c1\uad00 \uad00\uacc4\ub97c \ub098\ud0c0\ub0b4\uc9c0\ub9cc \ud2b9\ubcc4\ud55c \uc8fc\uc758\uac00 \ud544\uc694\ud560 \ub9cc\ud07c \uc2ec\uac01\ud558\uc9c0\ub294 \uc54a\uc740 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">5\ubcf4\ub2e4 \ud070 \uac12\uc740 \uc8fc\uc5b4\uc9c4 \uc124\uba85 \ubcc0\uc218\uc640 \ubaa8\ub378\uc758 \ub2e4\ub978 \uc124\uba85 \ubcc0\uc218 \uc0ac\uc774\uc5d0 \uc7a0\uc7ac\uc801\uc73c\ub85c \uc2ec\uac01\ud55c \uc0c1\uad00 \uad00\uacc4\uac00 \uc788\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774 \uacbd\uc6b0 \ud68c\uadc0 \uacb0\uacfc\uc758 \uacc4\uc218 \ucd94\uc815\uce58\uc640 p-\uac12\uc740 \uc2e0\ub8b0\ud560 \uc218 \uc5c6\uc744 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc6b0\ub9ac \ud68c\uadc0 \ubaa8\ub378\uc758 \uc124\uba85 \ubcc0\uc218\uc758 \uac01 VIF \uac12\uc740 1\uc5d0 \uac00\uae5d\uae30 \ub54c\ubb38\uc5d0 \uc6b0\ub9ac \uc608\uc5d0\uc11c\ub294 \ub2e4\uc911 \uacf5\uc120\uc131\uc774 \ubb38\uc81c\uac00 \ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud68c\uadc0\ubd84\uc11d\uc5d0\uc11c \ub2e4\uc911\uacf5\uc120\uc131\uc740 \ub450 \uac1c \uc774\uc0c1\uc758 \uc124\uba85\ubcc0\uc218\uac00 \uc11c\ub85c \ub192\uc740 \uc0c1\uad00\uad00\uacc4\ub97c \uac16\uace0 \uc788\uc5b4\uc11c \ud68c\uadc0\ubaa8\ub378\uc5d0\uc11c \uace0\uc720\ud558\uac70\ub098 \ub3c5\ub9bd\uc801\uc778 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc9c0 \uc54a\ub294 \uacbd\uc6b0\uc5d0 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \ubcc0\uc218 \uac04\uc758 \uc0c1\uad00 \uc815\ub3c4\uac00 \ucda9\ubd84\ud788 \ub192\uc73c\uba74 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud53c\ud305\ud558\uace0 \ud574\uc11d\ud560 \ub54c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc911 \uacf5\uc120\uc131\uc744 \ud0d0\uc9c0\ud558\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc740 \ud68c\uadc0 \ubaa8\ub378 \uc5d0\uc11c \uc124\uba85 \ubcc0\uc218 \uac04\uc758 \uc0c1\uad00 \uad00\uacc4 \ubc0f \uc0c1\uad00 \uac15\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubd84\uc0b0 \ud33d\ucc3d \uacc4\uc218(VIF) [&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-867","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\uc5d0\uc11c VIF\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 \u2013 Statorials\ud559<\/title>\n<meta name=\"description\" content=\"Python\uc5d0\uc11c VIF(Variance Inflation Factor)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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