{"id":2136,"date":"2023-07-23T13:02:12","date_gmt":"2023-07-23T13:02:12","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%87%e1%85%b5%e1%86%a8\/"},"modified":"2023-07-23T13:02:12","modified_gmt":"2023-07-23T13:02:12","slug":"%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab-%e1%84%87%e1%85%b5%e1%86%a8","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%87%e1%85%b5%e1%86%a8\/","title":{"rendered":"Python\uc5d0\uc11c bic\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uc885\uc885 <strong>BIC\ub85c<\/strong> \uc57d\uce6d\ub418\ub294 <strong>\ubca0\uc774\uc9c0\uc548 \uc815\ubcf4 \uae30\uc900(Bayesian Information Criterion)\uc740<\/strong> \ub2e4\uc591\ud55c \ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\ub3c4\ub97c \ube44\uad50\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ucc99\ub3c4\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c\ub85c \uc6b0\ub9ac\ub294 \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ub3d9\uc77c\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub9de\ucd94\uace0 BIC \uac12\uc774 \uac00\uc7a5 \ub0ae\uc740 \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \uac00\uc7a5 \uc798 \ub9de\ub294 \ubaa8\ub378\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">BIC\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \uacf5\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>BIC:<\/strong> (RSS+log(n)d\u03c3\u0302 <sup>2<\/sup> ) \/ n<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>d:<\/strong> \uc608\uce21 \ubcc0\uc218\uc758 \uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \ucd1d \uad00\uce21\uce58<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03c3\u0302:<\/strong> \ud68c\uadc0 \ubaa8\ub378\uc758 \uac01 \ubc18\uc751 \uce21\uc815\uac12\uacfc \uad00\ub828\ub41c \uc624\ucc28 \ubd84\uc0b0 \ucd94\uc815<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSS:<\/strong> \ud68c\uadc0 \ubaa8\ub378\uc758 \uc794\ucc28 \uc81c\uacf1\ud569<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>TSS:<\/strong> \ud68c\uadc0 \ubaa8\ub378\uc758 \ucd1d \uc81c\uacf1\ud569<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c \ub2e4\uc911 \ud68c\uadc0 \ubaa8\ub378\uc758 BIC\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \uc8fc\uc5b4\uc9c4 \ubaa8\ub378\uc5d0 \ub300\ud55c BIC \uac12\uc744 \uc54c\ub824\uc8fc\ub294 bic\uc774\ub77c\ub294 \uc18d\uc131\uc774 \uc788\ub294 <strong>statsmodels.regression.linear_model.OLS()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec Python\uc758 \ub2e4\uc591\ud55c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c BIC\ub97c \uacc4\uc0b0\ud558\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc758 BIC \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>mtcars<\/strong> \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub450 \uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">\ub2e4\uc911 \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378\uc744<\/a> \ub9de\ucd94\uace0 \uc2f6\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 \ub2e4\uc74c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">linear_model<\/span> <span style=\"color: #008000;\">import<\/span> LinearRegression\n<span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n<span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#define URL where dataset is located\n<\/span>url = \"https:\/\/raw.githubusercontent.com\/Statorials\/Python-Guides\/main\/mtcars.csv\"\n\n<span style=\"color: #008080;\">#read in data\n<\/span>data = pd. <span style=\"color: #3366ff;\">read_csv<\/span> (url)\n\n<span style=\"color: #008080;\">#view head of data\n<\/span>data. <span style=\"color: #3366ff;\">head<\/span> ()\n\n        model mpg cyl disp hp drat wt qsec vs am gear carb\n0 Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4\n1 Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4\n2 Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1\n3 Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1\n4 Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ub2e4\uc74c \ub450 \uac00\uc9c0 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\ubaa8\ub378 1<\/strong> : mpg = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> (disp) + \u03b2 <sub>2<\/sub> (qsec)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ubaa8\ub378 2<\/strong> : mpg = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> (\uc0ac\uc6a9 \uac00\ub2a5) + \u03b2 <sub>2<\/sub> (wt)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uccab \ubc88\uc9f8 \ubaa8\ub378\uc744 \ud53c\ud305\ud558\uace0 BIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#define response variable\n<\/span>y = data['mpg']\n\n<span style=\"color: #008080;\">#define predictor variables\n<\/span>x = data[['disp', 'qsec']]\n\n<span style=\"color: #008080;\">#add constant to predictor variables\n<\/span>x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()\n\n<span style=\"color: #008080;\">#view BIC of model\n<\/span><span style=\"color: #993300;\">print<\/span> (model. <span style=\"color: #3366ff;\">bic<\/span> )\n\n174.23905634994506<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 BIC\ub294 <strong>174.239<\/strong> \ub85c \ubc1d\ud600\uc84c\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c \ub450 \ubc88\uc9f8 \ubaa8\ub378\uc744 \ud53c\ud305\ud558\uace0 BIC\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#define response variable\n<\/span>y = data['mpg']\n\n<span style=\"color: #008080;\">#define predictor variables\n<\/span>x = data[['disp', 'wt']]\n\n<span style=\"color: #008080;\">#add constant to predictor variables\n<\/span>x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()\n\n<span style=\"color: #008080;\">#view BIC of model\n<\/span><span style=\"color: #993300;\">print<\/span> (model. <span style=\"color: #3366ff;\">bic<\/span> )\n\n166.56499196301334<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 BIC\ub294 <strong>166.565<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub450 \ubc88\uc9f8 \ubaa8\ub378\uc758 BIC \uac12\uc774 \ub0ae\uc73c\ubbc0\ub85c \uac00\uc7a5 \uc801\ud569\ud55c \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc774 \uac00\uc7a5 \uc88b\uc740 \uac83\uc73c\ub85c \uc2dd\ubcc4\ub418\uba74 \ubaa8\ub378 \ud53c\ud305\uc744 \uc9c4\ud589\ud558\uace0 R-\uc81c\uacf1 \uac12 \ubc0f \ubca0\ud0c0 \uacc4\uc218\ub97c \ud3ec\ud568\ud55c \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\uc5ec \uc608\uce21 \ubcc0\uc218 \uc138\ud2b8\uc640 <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1167\u11ab\u1109\u116e-\u1109\u1165\u11af\u1106\u1167\u11bc-\u110b\u1173\u11bc\u1103\u1161\u11b8\/\" target=\"_blank\" rel=\"noopener\">\uc751\ub2f5 \ubcc0\uc218<\/a> \uac04\uc758 \uc815\ud655\ud55c \uad00\uacc4\ub97c \uacb0\uc815\ud560 \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;\">\ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\uc131\uc744 \ube44\uad50\ud558\uae30 \uc704\ud574 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub450 \uac00\uc9c0 \ub2e4\ub978 \uce21\uc815\ud56d\ubaa9\uc740 <strong>AIC<\/strong> \uc640 <strong>\uc218\uc815\ub41c R-\uc81c\uacf1<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc774\ub7ec\ud55c \uac01 \uce21\uc815\ud56d\ubaa9\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-aic\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc758 AIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/python\u110b\u1174-r-\u1109\u1161\u1100\u1161\u11a8\u1112\u1167\u11bc\u110b\u1175-\u110c\u1169\u110c\u1165\u11bc\u1103\u116c\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \uc870\uc815\ub41c R-\uc81c\uacf1\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc885\uc885 BIC\ub85c \uc57d\uce6d\ub418\ub294 \ubca0\uc774\uc9c0\uc548 \uc815\ubcf4 \uae30\uc900(Bayesian Information Criterion)\uc740 \ub2e4\uc591\ud55c \ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\ub3c4\ub97c \ube44\uad50\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ucc99\ub3c4\uc785\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc6b0\ub9ac\ub294 \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ub3d9\uc77c\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub9de\ucd94\uace0 BIC \uac12\uc774 \uac00\uc7a5 \ub0ae\uc740 \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \uac00\uc7a5 \uc798 \ub9de\ub294 \ubaa8\ub378\ub85c \uc120\ud0dd\ud569\ub2c8\ub2e4. BIC\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \uacf5\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. BIC: (RSS+log(n)d\u03c3\u0302 2 ) \/ n \uae08: d: \uc608\uce21 \ubcc0\uc218\uc758 \uc218 n: \ucd1d [&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-2136","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 BIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc758 BIC \uac12\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uba87 \uac00\uc9c0 \uc608\uc640 \ud568\uaed8 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-\u1107\u1175\u11a8\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c BIC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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