{"id":2446,"date":"2023-07-22T05:51:57","date_gmt":"2023-07-22T05:51:57","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-sst-ssr-sse\/"},"modified":"2023-07-22T05:51:57","modified_gmt":"2023-07-22T05:51:57","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-sst-ssr-sse","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-sst-ssr-sse\/","title":{"rendered":"Python\uc5d0\uc11c sst, ssr \ubc0f sse\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-1\/\" target=\"_blank\" rel=\"noopener\">\ud68c\uadc0\uc120<\/a> \uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \uce21\uc815\ud558\uae30 \uc704\ud574 \uc138 \uac00\uc9c0 \ub2e4\ub978 <a href=\"https:\/\/statorials.org\/ko\/sst-ssr-sse\/\" target=\"_blank\" rel=\"noopener\">\uc81c\uacf1\ud569<\/a> \uac12\uc744 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \ucd1d \uc81c\uacf1\ud569(SST) \u2013<\/strong> \uac1c\ubcc4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(y <sub>i<\/sub> )\uc640 \uc751\ub2f5 \ubcc0\uc218\uc758 \ud3c9\uade0( <span style=\"border-top: 1px solid black;\">y<\/span> ) \uac04\uc758 \ucc28\uc774\uc758 \uc81c\uacf1\ud569\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">SST = \u03a3(y <sub>i<\/sub> \u2013 <span style=\"border-top: 1px solid black;\">y<\/span> ) <sup>2<\/sup><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>2. SSR(\uc81c\uacf1\ud569 \ud68c\uadc0)<\/strong> \u2013 \uc608\uce21\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(\u0177 <sub>i<\/sub> )\uc640 \uc751\ub2f5 \ubcc0\uc218\uc758 \ud3c9\uade0( <span style=\"border-top: 1px solid black;\">y<\/span> ) \uac04\uc758 \ucc28\uc774\uc758 \uc81c\uacf1\ud569\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">SSR = \u03a3(\u0177 <sub>i<\/sub> \u2013 <span style=\"border-top: 1px solid black;\">y<\/span> ) <sup>2<\/sup><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>3. \uc81c\uacf1\ud569 \uc624\ub958(SSE)<\/strong> \u2013 \uc608\uce21\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(\u0177 <sub>i<\/sub> )\uc640 \uad00\ucc30\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(y <sub>i<\/sub> ) \uac04\uc758 \ucc28\uc774\uc758 \uc81c\uacf1\uc758 \ud569\uc785\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">SSE = \u03a3(\u0177 <sub>i<\/sub> \u2013 y <sub>i<\/sub> ) <sup>2<\/sup><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ub2e8\uacc4\ubcc4 \uc608\ub294 Python\uc5d0\uc11c \ud2b9\uc815 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud574 \uc774\ub7ec\ud55c \uac01 \uce21\uc815\ud56d\ubaa9\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130 \uc0dd\uc131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\uba3c\uc800, \ud2b9\uc815 \ub300\ud559\uc5d0\uc11c 20\uba85\uc758 \ud559\uc0dd\uc5d0 \ub300\ud574 \uc5bb\uc740 \uacf5\ubd80 \uc2dc\uac04\uacfc \uc2dc\ud5d8 \uc810\uc218\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create pandas DataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">hours<\/span> ': [1, 1, 1, 2, 2, 2, 2, 2, 3, 3,\n                             3, 4, 4, 4, 5, 5, 6, 7, 7, 8],\n                   ' <span style=\"color: #ff0000;\">score<\/span> ': [68, 76, 74, 80, 76, 78, 81, 84, 86, 83,\n                             88, 85, 89, 94, 93, 94, 96, 89, 92, 97]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<\/span>df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\thours score\n0 1 68\n1 1 76\n2 1 74\n3 2 80\n4 2 76\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ud68c\uadc0 \ubaa8\ub378 \uc801\ud569<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c, <a href=\"https:\/\/www.statsmodels.org\/devel\/generated\/statsmodels.regression.linear_model.OLS.html\" target=\"_blank\" rel=\"noopener\">statsmodels<\/a> \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <strong>OLS()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc810\uc218\ub97c \uc751\ub2f5 \ubcc0\uc218\ub85c, \uc2dc\uac04\uc744 \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud53c\ud305\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n\n<span style=\"color: #008080;\">#define response variable\n<\/span>y = df[' <span style=\"color: #ff0000;\">score<\/span> ']\n\n<span style=\"color: #008080;\">#define predictor variable\n<\/span>x = df[[' <span style=\"color: #ff0000;\">hours<\/span> ']]\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 linear regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/span> ()\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: SST, SSR, SSE \uacc4\uc0b0<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c \ub2e4\uc74c \uacf5\uc2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 SST, SSR \ubc0f SSE \uac12\uc744 \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#calculate\n<\/span>sse = np. <span style=\"color: #3366ff;\">sum<\/span> ((model. <span style=\"color: #3366ff;\">fitted values<\/span> - df. <span style=\"color: #3366ff;\">score<\/span> ) <span style=\"color: #800080;\">**<\/span> 2)\n<span style=\"color: #008000;\">print<\/span> (sse)\n\n331.07488479262696\n\n<span style=\"color: #008080;\">#calculate ssr\n<\/span>ssr = np. <span style=\"color: #3366ff;\">sum<\/span> ((model. <span style=\"color: #3366ff;\">fitted values<\/span> - df. <span style=\"color: #3366ff;\">score<\/span> . <span style=\"color: #3366ff;\">mean<\/span> ()) <span style=\"color: #800080;\">**<\/span> 2)\n<span style=\"color: #008000;\">print<\/span> (ssr)\n\n917.4751152073725\n\n<span style=\"color: #008080;\">#calculate sst\n<\/span>sst = ssr + sse\n<span style=\"color: #008000;\">print<\/span> (sst)\n\n1248.5499999999995\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uce21\uc815\ud56d\ubaa9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\ucd1d \uc81c\uacf1\ud569(SST):<\/strong> 1248.55<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>SSR(\uc81c\uacf1\ud569 \ud68c\uadc0):<\/strong> 917.4751<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc81c\uacf1\ud569 \uc624\ub958(SSE):<\/strong> 331.0749<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">SST = SSR + SSE\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">SST = SSR + SSE<\/span><\/li>\n<li> <span style=\"color: #000000;\">1248.55 = 917.4751 + 331.0749<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uacc4\uc0b0\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc21c \uc120\ud615 \ud68c\uadc0\uc120\uc5d0 \ub300\ud55c SST, SSR \ubc0f SSE\ub97c \uc790\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> SST \uacc4\uc0b0\uae30<\/li>\n<li> RSS \uacc4\uc0b0\uae30<\/li>\n<li> ESS \uacc4\uc0b0\uae30<\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \ub2e4\ub978 \ud1b5\uacc4 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc5d0\uc11c SST, SSR \ubc0f SSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <a href=\"https:\/\/statorials.org\/ko\/sst-ssr-sse-in-r\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c SST, SSR \ubc0f SSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/li>\n<li> <a href=\"https:\/\/statorials.org\/ko\/excel\u110b\u1174-sst-ssr-sse\/\" target=\"_blank\" rel=\"noopener\">Excel\uc5d0\uc11c SST, SSR \ubc0f SSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud68c\uadc0\uc120 \uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \uce21\uc815\ud558\uae30 \uc704\ud574 \uc138 \uac00\uc9c0 \ub2e4\ub978 \uc81c\uacf1\ud569 \uac12\uc744 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. 1. \ucd1d \uc81c\uacf1\ud569(SST) \u2013 \uac1c\ubcc4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(y i )\uc640 \uc751\ub2f5 \ubcc0\uc218\uc758 \ud3c9\uade0( y ) \uac04\uc758 \ucc28\uc774\uc758 \uc81c\uacf1\ud569\uc785\ub2c8\ub2e4. SST = \u03a3(y i \u2013 y ) 2 2. SSR(\uc81c\uacf1\ud569 \ud68c\uadc0) \u2013 \uc608\uce21\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8(\u0177 i )\uc640 \uc751\ub2f5 \ubcc0\uc218\uc758 \ud3c9\uade0( y [&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-2446","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 SST, SSR \ubc0f SSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 SST, SSR \ubc0f SSE\ub97c \ud3ec\ud568\ud558\uc5ec Python\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uc81c\uacf1\ud569\uc744 \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \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\u110b\u1174-sst-ssr-sse\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c SST, SSR \ubc0f SSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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