{"id":3662,"date":"2023-07-16T06:46:06","date_gmt":"2023-07-16T06:46:06","guid":{"rendered":"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/"},"modified":"2023-07-16T06:46:06","modified_gmt":"2023-07-16T06:46:06","slug":"extrair-rmse-de-lm-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/","title":{"rendered":"Como extrair rmse da fun\u00e7\u00e3o lm() em r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Voc\u00ea pode usar a seguinte sintaxe para extrair a <strong>raiz do erro quadr\u00e1tico m\u00e9dio (RMSE)<\/strong> da fun\u00e7\u00e3o <a href=\"https:\/\/statorials.org\/pt\/funcao-lm-em-r\/\" target=\"_blank\" rel=\"noopener\">lm()<\/a> em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>sqrt(mean(model$residuals^2))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Relacionado:<\/strong> <a href=\"https:\/\/statorials.org\/pt\/como-interpretar-rmse\/\" target=\"_blank\" rel=\"noopener\">Como interpretar o erro quadr\u00e1tico m\u00e9dio (RMSE)<\/a><\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Exemplo: Extraia RMSE de lm() em R<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Suponha que ajustemos o seguinte modelo de regress\u00e3o linear m\u00faltipla em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (rating=c(67, 75, 79, 85, 90, 96, 97),\n                 points=c(8, 12, 16, 15, 22, 28, 24),\n                 assists=c(4, 6, 6, 5, 3, 8, 7),\n                 rebounds=c(1, 4, 3, 3, 2, 6, 7))\n\n<span style=\"color: #008080;\">#fit multiple linear regression model\n<\/span>model &lt;- lm(rating ~ points + assists + rebounds, data=df)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>summary()<\/strong> para exibir o resumo completo do modelo de regress\u00e3o:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nlm(formula = rating ~ points + assists + rebounds, data = df)\n\nResiduals:\n      1 2 3 4 5 6 7 \n-1.5902 -1.7181 0.2413 4.8597 -1.0201 -0.6082 -0.1644 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)   \n(Intercept) 66.4355 6.6932 9.926 0.00218 **\npoints 1.2152 0.2788 4.359 0.02232 * \nassists -2.5968 1.6263 -1.597 0.20860   \nrebounds 2.8202 1.6118 1.750 0.17847   \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 3.193 on 3 degrees of freedom\nMultiple R-squared: 0.9589, Adjusted R-squared: 0.9179 \nF-statistic: 23.35 on 3 and 3 DF, p-value: 0.01396\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Para extrair apenas a raiz do erro quadr\u00e1tico m\u00e9dio (RMSE) do modelo, podemos usar a seguinte sintaxe:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract RMSE of regression model\n<span style=\"color: #000000;\">sqrt(mean(model$residuals^2))\n\n[1] 2.090564\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">O RMSE do modelo \u00e9 <strong>2,090564<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Isto representa a dist\u00e2ncia m\u00e9dia entre os valores previstos do modelo e os valores reais do conjunto de dados.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Observe que quanto menor o RMSE, melhor um determinado modelo \u00e9 capaz de \u201cajustar\u201d um conjunto de dados.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ao comparar v\u00e1rios modelos de regress\u00e3o diferentes, o modelo com o menor RMSE \u00e9 considerado aquele que melhor \u201cse ajusta\u201d ao conjunto de dados.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Os tutoriais a seguir explicam como realizar outras tarefas comuns em R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-simples-em-r\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear simples em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla-r\/\" target=\"_blank\" rel=\"noopener\">Como realizar regress\u00e3o linear m\u00faltipla em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/traco-residual-r\/\" target=\"_blank\" rel=\"noopener\">Como criar um gr\u00e1fico residual em R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Voc\u00ea pode usar a seguinte sintaxe para extrair a raiz do erro quadr\u00e1tico m\u00e9dio (RMSE) da fun\u00e7\u00e3o lm() em R: sqrt(mean(model$residuals^2)) O exemplo a seguir mostra como usar essa sintaxe na pr\u00e1tica. Relacionado: Como interpretar o erro quadr\u00e1tico m\u00e9dio (RMSE) Exemplo: Extraia RMSE de lm() em R Suponha que ajustemos o seguinte modelo de regress\u00e3o [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3662","post","type-post","status-publish","format-standard","hentry","category-guia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Como extrair RMSE da fun\u00e7\u00e3o lm() em R - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como extrair o valor RMSE da fun\u00e7\u00e3o lm() para um modelo de regress\u00e3o em R, com um exemplo.\" \/>\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\/pt\/extrair-rmse-de-lm-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como extrair RMSE da fun\u00e7\u00e3o lm() em R - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como extrair o valor RMSE da fun\u00e7\u00e3o lm() para um modelo de regress\u00e3o em R, com um exemplo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T06:46:06+00:00\" \/>\n<meta name=\"author\" content=\"Dr. benjamim anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. benjamim anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/\",\"name\":\"Como extrair RMSE da fun\u00e7\u00e3o lm() em R - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-16T06:46:06+00:00\",\"dateModified\":\"2023-07-16T06:46:06+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como extrair o valor RMSE da fun\u00e7\u00e3o lm() para um modelo de regress\u00e3o em R, com um exemplo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/extrair-rmse-de-lm-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como extrair rmse da fun\u00e7\u00e3o lm() em r\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\",\"name\":\"Dr. benjamim anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pt\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr. benjamim anderson\"},\"description\":\"Ol\u00e1, sou Benjamin, um professor aposentado de estat\u00edstica que se tornou professor dedicado na Statorials. 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