{"id":3152,"date":"2023-07-18T23:20:40","date_gmt":"2023-07-18T23:20:40","guid":{"rendered":"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/"},"modified":"2023-07-18T23:20:40","modified_gmt":"2023-07-18T23:20:40","slug":"interpolacao-linear-em-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/","title":{"rendered":"Como realizar interpola\u00e7\u00e3o linear em r (com exemplo)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>A interpola\u00e7\u00e3o linear<\/strong> \u00e9 o processo de estimar um valor desconhecido de uma fun\u00e7\u00e3o entre dois valores conhecidos.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Dados dois valores conhecidos (x <sub>1<\/sub> , y <sub>1<\/sub> ) e (x <sub>2<\/sub> , y <sub>2<\/sub> ), podemos estimar o valor y para um ponto x usando a seguinte f\u00f3rmula:<\/span><\/p>\n<p> <span style=\"color: #000000;\">y = y <sub>1<\/sub> + (xx <sub>1<\/sub> )(y <sub>2<\/sub> -y <sub>1<\/sub> )\/(x <sub>2<\/sub> -x <sub>1<\/sub> )<\/span><\/p>\n<p> <span style=\"color: #000000;\">O exemplo a seguir mostra como realizar interpola\u00e7\u00e3o linear em R.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Exemplo: interpola\u00e7\u00e3o linear em R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Suponha que temos o seguinte quadro de dados com valores x e y em R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x=c(2, 4, 6, 8, 10, 12, 14, 16, 18, 20),\n                 y=c(4, 7, 11, 16, 22, 29, 38, 49, 63, 80))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n    xy\n1 2 4\n2 4 7\n3 6 11\n4 8 16\n5 10 22\n6 12 29\n7 14 38\n8 16 49\n9 18 63\n10 20 80<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Podemos usar o c\u00f3digo a seguir para criar um gr\u00e1fico de dispers\u00e3o para visualizar os valores (x,y) no quadro de dados:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#create scatterplot<\/span>\nplot(df$x, df$y, col=' <span style=\"color: #ff0000;\">blue<\/span> ', pch= <span style=\"color: #008000;\">19<\/span> )\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-26793 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lineairer1.jpg\" alt=\"\" width=\"430\" height=\"394\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Agora suponha que queremos encontrar o valor de y associado a um novo valor de x de <strong>13<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar a fun\u00e7\u00e3o <strong>approx()<\/strong> em R para fazer isso:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#fit linear regression model using data frame<\/span>\nmodel &lt;- lm(y ~ x, data = df)\n\n<span style=\"color: #008080;\">#interpolate y value based on x value of 13\n<\/span>y_new = approx(df$x, df$y, xout= <span style=\"color: #008000;\">13<\/span> )\n\n<span style=\"color: #008080;\">#view interpolated y value\n<\/span>y_new\n\n$x\n[1] 13\n\n$y\n[1] 33.5\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">O valor estimado de y acaba sendo <strong>33,5<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Se adicionarmos o ponto (13, 33,5) ao nosso gr\u00e1fico, ele parece corresponder muito bem \u00e0 fun\u00e7\u00e3o:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#create scatterplot\n<\/span>plot(df$x, df$y, col=' <span style=\"color: #ff0000;\">blue<\/span> ', pch= <span style=\"color: #008000;\">19<\/span> )\n\n<span style=\"color: #008080;\">#add the predicted point to the scatterplot\n<\/span>points(13, y_new$y, col=' <span style=\"color: #ff0000;\">red<\/span> ', pch= <span style=\"color: #008000;\">19<\/span> )\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-26794 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lineairer2.jpg\" alt=\"interpola\u00e7\u00e3o linear em R\" width=\"431\" height=\"398\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Podemos usar esta f\u00f3rmula exata para realizar interpola\u00e7\u00e3o linear para qualquer novo valor de x.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Recursos adicionais<\/strong><\/span><\/h3>\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\/resolver-o-sistema-de-equacoes-em-r\/\" target=\"_blank\" rel=\"noopener\">Como resolver um sistema de equa\u00e7\u00f5es em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/prever-regressao-multipla-em-r\/\" target=\"_blank\" rel=\"noopener\">Como prever valores em R usando um modelo de regress\u00e3o m\u00faltipla<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A interpola\u00e7\u00e3o linear \u00e9 o processo de estimar um valor desconhecido de uma fun\u00e7\u00e3o entre dois valores conhecidos. Dados dois valores conhecidos (x 1 , y 1 ) e (x 2 , y 2 ), podemos estimar o valor y para um ponto x usando a seguinte f\u00f3rmula: y = y 1 + (xx 1 [&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-3152","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 realizar interpola\u00e7\u00e3o linear em R (com exemplo) - Estatologia<\/title>\n<meta name=\"description\" content=\"Este tutorial explica como realizar interpola\u00e7\u00e3o linear em R, incluindo um exemplo completo.\" \/>\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\/interpolacao-linear-em-r\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Como realizar interpola\u00e7\u00e3o linear em R (com exemplo) - Estatologia\" \/>\n<meta property=\"og:description\" content=\"Este tutorial explica como realizar interpola\u00e7\u00e3o linear em R, incluindo um exemplo completo.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T23:20:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lineairer1.jpg\" \/>\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\/interpolacao-linear-em-r\/\",\"url\":\"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/\",\"name\":\"Como realizar interpola\u00e7\u00e3o linear em R (com exemplo) - Estatologia\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-07-18T23:20:40+00:00\",\"dateModified\":\"2023-07-18T23:20:40+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pt\/#\/schema\/person\/e08f98e8db95e0aa9c310e1b27c9c666\"},\"description\":\"Este tutorial explica como realizar interpola\u00e7\u00e3o linear em R, incluindo um exemplo completo.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/interpolacao-linear-em-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Como realizar interpola\u00e7\u00e3o linear em r (com exemplo)\"}]},{\"@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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